Greedy Scan for Maximum Positive Difference Hey Devs! 👋 Let’s explore a fundamental and insightful problem: 2016. Maximum Difference Between Increasing Elements. It teaches us a classic pattern — tracking minimums to find profitable differences — very similar to the Best Time to Buy and Sell Stock problem! You're given an integer array nums. Find the maximum difference nums[j] - nums[i] such that: 0 mn…  ( 4 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

Mozilla TTS es una herramienta de código abierto desarrollada por la Fundación Mozilla que convierte texto en voz natural y expresiva. Utiliza tecnologías de aprendizaje profundo, como Tacotron y WaveRNN, para generar audios de alta calidad que imitan la entonación y fluidez humana. 🔧 ¿Qué lo hace especial? Multilingüe: Soporta más de 20 idiomas, incluyendo español, inglés y alemán. Personalización: Permite entrenar voces personalizadas o adaptar modelos existentes. Integración sencilla: Ideal para desarrolladores que buscan incorporar voz en aplicaciones, asistentes virtuales o proyectos de accesibilidad. 🚀 ¿Cómo empezar? utilizar Mozilla TTS, puedes consultar una guía detallada que explica su funcionamiento y cómo implementarlo en tus proyectos. Esta guía te proporcionará los pasos necesarios para instalar y configurar el sintetizador, así como ejemplos prácticos de uso.  ( 3 min )

As a junior pursuing a degree in Computer Science and Technology, my programming endeavors often felt like an interminable cycle of "waiting." I'd wait for compilations to finish, for tests to run, and particularly when dealing with network requests and high concurrency in my course projects, the sluggish responses would make me question everything. My roommates shared these frustrations, often wondering aloud why our seemingly simple projects were so slow to respond. Then, I stumbled upon a framework, a piece of what felt like "black technology," that completely reshaped my understanding of web backend development. For the very first time, my code felt like it had wings. In this "adventure log," I aim to share my experiences as an ordinary junior, detailing my learning process and practic…  ( 7 min )

My Experience with Hyperlane Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. ctx: A Thoughtfully Designed Abstraction My initial foray into…  ( 6 min )

As a third-year computer science student, code has, for me, long evolved from a sterile set of instructions into a language rich with logical beauty and creative delight. I've navigated the intricacies of algorithms and immersed myself in the complexities of engineering. Through countless late nights and debugging sessions, I've come to deeply appreciate how crucial an "understanding" development framework is for a developer. It not only significantly enhances our work efficiency but also allows us to experience a seamless, flowing satisfaction in the coding process. Recently, I had the good fortune to encounter such a framework. Its distinctive design philosophy and profound grasp of the developer's mental model made me feel as if I had discovered the "poetry and horizon" within the realm…  ( 9 min )

As a junior pursuing a degree in Computer Science and Technology, my programming endeavors often felt like an interminable cycle of "waiting." I'd wait for compilations to finish, for tests to run, and particularly when dealing with network requests and high concurrency in my course projects, the sluggish responses would make me question everything. My roommates shared these frustrations, often wondering aloud why our seemingly simple projects were so slow to respond. Then, I stumbled upon a framework, a piece of what felt like "black technology," that completely reshaped my understanding of web backend development. For the very first time, my code felt like it had wings. In this "adventure log," I aim to share my experiences as an ordinary junior, detailing my learning process and practic…  ( 7 min )

Créer une API (Application Programming Interface) est devenu une compétence essentielle pour tout développeur web. Une API permet à différentes applications de communiquer entre elles. Dans cet article, tu vas apprendre à créer une API simple avec Node.js et Express. Une API est un ensemble de règles permettant à un programme d’accéder aux fonctionnalités ou aux données d’un autre. Par exemple : Une app météo utilise une API pour récupérer la température Une app mobile utilise une API pour charger un profil utilisateur Node.js Express.js Postman ou curl (pour tester l’API) Téléchargez Node.js ici 👉 https://nodejs.org mkdir mon-api cd mon-api npm init -y npm install express index.js const express = require('express'); const app = express(); const port = 3000; app.use(express.json()…  ( 4 min )

As a developer working with Microsoft Dynamics 365, you’ve likely turned to Power Automate to automate repetitive tasks, sync data, or streamline business processes. It’s a powerful tool, but let’s be real: when flows start crawling, timing out, or hitting API limits, it can feel like you’re stuck in quicksand. Performance bottlenecks in Power Automate are a common headache, especially when integrating with Dynamics 365’s Dataverse or external systems. In this post, I’ll break down the most frequent performance pitfalls developers face in Power Automate flows and share practical, developer-friendly fixes to make your flows run like a well-oiled machine. Whether you’re looping over massive datasets or wrestling with API throttling, I’ve got you covered. Let’s dive in! Power Automate is low-…  ( 6 min )

Junior Year Self-Study Notes: My Journey with the Framework Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. I came across the Hyperlane Rust …  ( 4 min )

As a third-year student deeply passionate about computer science, I am often amazed by the captivating "real-time" nature of modern internet applications. Whether it's the split-second delivery of messages in instant messaging software, the seamless synchronization of multi-person editing in online collaborative documents, or the millisecond-level data refresh on financial trading platforms, these seemingly ordinary functions are all supported by powerful backend technologies. In my exploratory journey, the combination of asynchronous programming and high-performance frameworks has proven to be key to achieving this "pulse of real-time interaction." Recently, a web backend framework, with its outstanding asynchronous processing capabilities and deep optimization for real-time scenarios, ha…  ( 9 min )

14 Open Source Tools To Become The Ultimate Developer 🔥 Anthony Max ・ Jun 14 #webdev #javascript #programming #opensource  ( 2 min )

As a third-year student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "modern" web development. Today, as an explorer, combining my "ten-year veteran editor's" pickiness wit…  ( 10 min )

You're staring at your screen, trying to get your AI assistant to do something that seems simple. "Summarize the latest sales report and draft an email to the team with the key takeaways," you type. But the AI, as powerful as it is, is stuck. It doesn't have access to your company's sales data, and it can't send emails. You're left with the tedious task of copying and pasting, feeling like you're the one assisting the AI. Sound familiar? We've all been there. We have these incredibly powerful AI models, but connecting them to your data, tools, and workflows often feels like a brittle, bespoke mess. Legacy infrastructures, security limits, real-time data demands, and compliance requirements (GDPR, HIPAA, etc.) add layers of complexity that AI can't reliably navigate on its own . But what if…  ( 7 min )

Gigabyte recently announced the M27UP, the brand’s first Dual Mode gaming monitor. As per the trend of such monitors, this model can switch between 4K 160Hz and FHD 320Hz with a couple of button presses. Also unique with the M27UP is the Tactical Dual Mode, allowing users to switch from the display’s 27-inch view to […] The post Gigabyte Launches M27UP Dual Mode Gaming Monitor appeared first on Lowyat.NET.  ( 33 min )

A Chinese hardware repair man and YouTuber by the name of Zhang, recently posted a video, addressing a new scam involving NVIDIA’s GeForce RTX 4090 cards. After receiving four of the same GPU to repair, his teardown soon revealed that three of them were fake. According to Zhang, the three fake cards had their PCB […] The post YouTuber Receives Four NVIDIA RTX 4090 Cards; Discover Three Are Fake appeared first on Lowyat.NET.  ( 34 min )

Over the weekend, rumours about an upcoming “F-Series” AMD Ryzen 9000 CPU cropped up. As of today, a new rumour is suggesting that the CPU in question is a 9700F. The alleged 9700F is allegedly an 8-core CPU, based on the same Granite Ridge silicon of the Ryzen 9000 Series. While the name suggests that […] The post AMD Could Have A Ryzen 7 9700F In The Pipelines appeared first on Lowyat.NET.  ( 33 min )

The crypto trader was reportedly forced into a stolen vehicle by four assailants as part of a 50,000 euro kidnapping plot.

Polyhedra said it’s investigating a massive plunge in the price of its governance token, which now sits at 31 cents, down from $2.

Comments  ( 25 min )

However, other data from Glassnode suggests that investor demand for BTC remains solid.  ( 30 min )

My Architectural Choices and Practical Experience Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. As a computer science student nearing my se…  ( 9 min )

As a third-year student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "modern" web development. Today, as an explorer, combining my "ten-year veteran editor's" pickiness wit…  ( 10 min )

Bridging Visuals to Objective-C Code From App Store Screenshots to Functional Code Ever wonder how to turn those beautiful App Store screenshots into actual, working code? It's a challenge many iOS developers face. You've got this amazing design, but translating it into Objective-C can be tedious and time-consuming. It involves manually creating UI elements, setting constraints, and wiring up actions. It's a process ripe for errors and inconsistencies. Manually coding UI from screenshots is slow. It's easy to introduce visual discrepancies. Maintaining consistency across the app becomes difficult. The traditional approach often involves a lot of back-and-forth between designers and developers, leading to delays and frustration. There's got to be a better way, right? Automating UI Generati…  ( 6 min )

My Journey Exploring Efficient Web Development Frameworks Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. Peak Performance: Understated Power…  ( 6 min )

As a third-year computer science student, my curiosity constantly pushes me to explore new technologies. Through numerous coding and deployment experiences, I've come to appreciate that beyond performance and elegant design, security and reliability are paramount for any software system. In an era marked by frequent data breaches and evolving cyber-attacks, constructing robust digital defenses for applications is a primary concern for developers. Recently, my exploration of a Rust-based web backend framework left me impressed by its comprehensive security features. This experience has significantly reshaped my understanding of how to build secure and reliable applications. The Critical Importance of Security in the Digital Age Modern web applications manage vast quantities of sensitive dat…  ( 6 min )

Hello folks, I am sure many of you know what Everything is. But for those who don't, it's a very handy file exploration tool designed to locate files in your PC FAST and basically puts the default Windows search engine to shame. Generally, I never had problems locating, or quick accessing my files using "Everything". It’s fast and does the job well, no complains there. So… why build something else and dare to rival it alone? Because I have some minor complains that have inspired me to work on my own custom replacement to it. And also because I just want to make a great project to have on my resume 😋. Here are some limitations I run into: ❌ The app fails when I want to locate a file from another drive that I share between PCs and doesn't use the NTFS file format. ❌ Another thing it could…  ( 4 min )

Introduction In the rapidly evolving landscape of AI-powered applications, the need for seamless integration between web tools and artificial intelligence agents has become increasingly apparent. The Random Letter Generator project exemplifies this evolution by providing both a user-friendly web interface and a robust AI-compatible API through the Model Context Protocol (MCP). Random Letter Generator: Core Functionality The Random Letter Generator is a powerful multilingual tool designed to generate random characters with extensive customization options. Key features include: Multi-language Support: Supports 14 languages including English, Spanish, French, German, Italian, Portuguese, Russian, Armenian, Greek, Hebrew, Arabic, Chinese (Simplified), and Chinese (Traditional) Flexible Cha…  ( 6 min )

The Virtual Learning Festival is an online event celebrating the Data + AI Summit 2025, running from June 11 to July 2, 2025. It is designed to help participants: Complete training, Expand data and AI skills, Prepare for Databricks certifications. The Virtual Learning Festival offers free online sessions, workshops, and content, allowing you to participate at your own pace during the event period. It aligns with the in-person Data + AI Summit in San Francisco (June 9–12), complementing the experience with remote training. Free training on data and AI topics, Certification preparation (with materials and practice), Ongoing engagement before and after the main in-person event. If you wish, I can help you find session details, workshop registration links, and information about certificates and discount vouchers—just let me know what interests you! During the Virtual Learning Festival, participants have access to exclusive benefits: 50% discount voucher for Databricks certification (equivalent to $100 off). 20% discount coupon for Databricks Academy Labs. Simply complete any course during the virtual festival (June 11 to July 2, 2025) to automatically receive the 50% certification discount voucher and the 20% Academy Labs coupon by email. Benefit How to get it 50% off certification Complete any course during the festival 20% off Academy Labs Upon receiving the certification voucher This dynamic has been confirmed in previous festivals and remains valid for the current event. If you are participating, just complete at least one course to secure your discounts. If you need help choosing courses or tracking your completion, I can guide you! Access The Virtual Learning Festival  ( 3 min )

As a third-year computer science student, my curiosity constantly pushes me to explore new technologies. Through numerous coding and deployment experiences, I've come to appreciate that beyond performance and elegant design, security and reliability are paramount for any software system. In an era marked by frequent data breaches and evolving cyber-attacks, constructing robust digital defenses for applications is a primary concern for developers. Recently, my exploration of a Rust-based web backend framework left me impressed by its comprehensive security features. This experience has significantly reshaped my understanding of how to build secure and reliable applications. The Critical Importance of Security in the Digital Age Modern web applications manage vast quantities of sensitive dat…  ( 6 min )

The Problem Space Imagine implementing a typical Leave Request Workflow: Employee submits a request (notify the direct manager). Direct Manager approves or rejects (if rejected, notify the employee). If approved and the leave duration exceeds 15 days, the Section Head must approve (send notification). Regardless of previous outcomes, the request is sent to the HR department. If approved by HR, the request is processed; if rejected, the employee is notified. Audit logs are written at each step. While this logic can be implemented using plain C#, as complexity increases—due to branching, retries, compensation, async calls—it becomes difficult to manage, maintain, and test. This is where workflow engines prove their value. A workflow engine provides a structured, reusable way to model, exec…  ( 5 min )

Junior Year Self-Study Notes: My Journey with the Framework Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. I came across the Hyperlane Rust …  ( 4 min )

Imagine you wanted to make a massive simulation game with 100,000+ bodies such as Dwarf Fortress or Rimworld, or a massively multiplayer game. The JS Physics Engines out there right now aren't going to get you there because they're focused on realistic simulations. To get there you have to cut out the bloat. Typically JS Physics Engines made for games are called "Arcade" Physics Engines. When I ran MatterJS, arguably the most popular JS Physics Engine, I could only simulate 6,000 bodies before falling under 60fps. ENTER: SKALE Arcade Physics Engine. 100,000+ simulated bodies at 60fps. Because I am making a massive simulation game, none of the existing Physics Engines were meeting my requirements. Games like Dwarf Fortress and Rimworld don't need a lot of the bloat that slows those engines down, such as joints, compound colliders, or collision resolution involving complex shapes (those games only use AABB Rectangles and Circles), and much more. So I removed all that for scalability and used a data oriented design. SKALE Physics is in Alpha but it works great for "Dwarf Fortress-like massive simulation games with only rectangles and circles". If you peruse the repo and browse the code you might also find it a useful barebones learning experience to create your own physics engine or fork SKALE Physics and extend it. Eventually I will improve it beyond an Alpha state but for now I'm on hiatus. The important part is it is already suitable for that SPECIFIC genre of game, seems to have no bugs, and is the fastest physics engine in all of javascript land even though it's a bit of a false comparison to compare it to physics engines bent on realistic simulations. The core is there but the API needs many more helper functions for ease of use. https://github.com/Gabriel-xyz/SKALE-Physics Clarification: I know Dwarf Fortress and Rimworld specifically don't have actual "physics", but imagine if you were making a game like those but wanted it to have actual physics but also a huge amount of entities. That's SKALE Physics.  ( 4 min )

As a third-year computer science student, code has, for me, long evolved from a sterile set of instructions into a language rich with logical beauty and creative delight. I've navigated the intricacies of algorithms and immersed myself in the complexities of engineering. Through countless late nights and debugging sessions, I've come to deeply appreciate how crucial an "understanding" development framework is for a developer. It not only significantly enhances our work efficiency but also allows us to experience a seamless, flowing satisfaction in the coding process. Recently, I had the good fortune to encounter such a framework. Its distinctive design philosophy and profound grasp of the developer's mental model made me feel as if I had discovered the "poetry and horizon" within the realm…  ( 9 min )

As a third-year student deeply passionate about computer science, I am often amazed by the captivating "real-time" nature of modern internet applications. Whether it's the split-second delivery of messages in instant messaging software, the seamless synchronization of multi-person editing in online collaborative documents, or the millisecond-level data refresh on financial trading platforms, these seemingly ordinary functions are all supported by powerful backend technologies. In my exploratory journey, the combination of asynchronous programming and high-performance frameworks has proven to be key to achieving this "pulse of real-time interaction." Recently, a web backend framework, with its outstanding asynchronous processing capabilities and deep optimization for real-time scenarios, ha…  ( 9 min )

As a junior pursuing a degree in Computer Science and Technology, my programming endeavors often felt like an interminable cycle of "waiting." I'd wait for compilations to finish, for tests to run, and particularly when dealing with network requests and high concurrency in my course projects, the sluggish responses would make me question everything. My roommates shared these frustrations, often wondering aloud why our seemingly simple projects were so slow to respond. Then, I stumbled upon a framework, a piece of what felt like "black technology," that completely reshaped my understanding of web backend development. For the very first time, my code felt like it had wings. In this "adventure log," I aim to share my experiences as an ordinary junior, detailing my learning process and practic…  ( 7 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

tl;dr Tired of writing isHidden = true three times every time you bind view state? Modeling the state of asynchronous screens using an enum with associated values is a useful and common pattern. It collapses multiple sources of truth into a single state object, eliminating optionals and reducing complexity: class SomeScreen { var data: SomeData? var isLoading: Bool = false var errorMessage: String? } vs enum State { case loading case success(T) case error(String) } class SomeScreen { var state = State = .loading } This is particularly useful in SwiftUI where view is a function of state and no bindings are needed: struct SomeScreen: View { @State var state = State = .loading var body: some View { switch state { …  ( 6 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

"Your test suite is a time machine—if you built it right." Traditional testing in Rails? Fixtures: Stale, brittle snapshots of fake data. Mocks: Lie about how the system behaves. Factories: Slow, complex setups. Event sourcing flips the script. Instead of faking state, replay real history. Here’s how to test without losing your sanity. 1. The Power of Event-Based Testing Traditional Testing (CRUD) # Setup user = create(:user, balance: 100) # Test post :withdraw, params: { amount: 50 } expect(user.reload.balance).to eq(50) Problems: Requires database. Tests state, not behavior. Event-Sourced Testing # Setup events = [ Events::UserRegistered.new(user_id: "u1"), Events::BalanceDeposited.new(user_id: "u1", amount: 100) ] # Test command = Commands::Withdraw.new(use…  ( 4 min )

As a junior pursuing a degree in Computer Science and Technology, my programming endeavors often felt like an interminable cycle of "waiting." I'd wait for compilations to finish, for tests to run, and particularly when dealing with network requests and high concurrency in my course projects, the sluggish responses would make me question everything. My roommates shared these frustrations, often wondering aloud why our seemingly simple projects were so slow to respond. Then, I stumbled upon a framework, a piece of what felt like "black technology," that completely reshaped my understanding of web backend development. For the very first time, my code felt like it had wings. In this "adventure log," I aim to share my experiences as an ordinary junior, detailing my learning process and practic…  ( 7 min )

As a student-developer primarily working in C, I was genuinely delighted when I started learning Rust and discovered Cargo. Coming from a background of Makefiles and CMakeLists, Cargo felt refreshingly simple and intuitive. rustyforge init and rustyforge discover. Most C projects use Make, CMake or other build systems that lack flexibility and ease of use. Easy TOML-Configuration Hash-based caching, for fast builds Parallel compilation for full CPU utilization Cross platform support - Windows and linux (macOS support is planned) Modern toolchain support, with gcc and clang (MSCV support planned) Parsing the RustyForge.toml for configurations Checking hashes for .c files and header dependencies Compiling .c files to .o files, with correct include paths Parallel compilation for optimal performance Linking object files to binaries and libraries (shared and static) Linking shared and static libraries into your binary Compiler configuration (gcc/clang) cargo install rustyforge rustyforge init rustyforge discover rustyforge run The discover subcommand, scans the current working directory for .c files and include directories. It then prompts you to add them to your RustyForge.toml configuration. You can customize its behaviour with the following flags: --auto: Automatically add all discovered files without prompting --ignore: Exclude files or directories based on glob patterns This makes setting up a project with existing files effortless - no need to manually list every source or include path. rustyforge build --verbose rustyforge rebuild --compiler=clang rustyforge clean Use rustyforge --help or -h for a more in depth usage. I'm planning more features like: Test-targets and automatic test execution Cross-compilation MSVC-support for Windows A CLion plugin for IDE integration If you work with C and are tired of managing Make files, give RustyForge a try! github rustyforge I'd love your feedback, contributions, ideas, or bug reports! Thanks for taking a look!  ( 4 min )

Introduction: Why Architecture Matters from Day One Picture this: You've just launched your Next.js app, excited by how quickly you pulled it all together. Everything feels neat, tidy, and manageable. Fast forward six months—your user base has tripled, your feature list has exploded, and now you're scrambling to manage performance issues, bloated component folders, and confusing API routes. What happened? Here's the harsh reality: scalable architecture isn't an afterthought; it’s foundational. Poor architecture decisions made today become painful and costly technical debt tomorrow. But what exactly is a "scalable architecture," especially when we talk about Next.js? Simply put, scalable architecture in Next.js means structuring your project from the beginning in a way that easily accommo…  ( 11 min )

Introduction Learn how to use rule sets which allow developers to group validation rules together which can be executed together as a group whilst ignoring other rules or execute all rules. The conventional use of Fluent Validation is to create a model followed by creating a validator class. In the example below, each property has there own validator class which allows reuse. public class PersonValidator : AbstractValidator { public PersonValidator() { Include(new IdentifierValidator()); Include(new FirstNameValidator()); Include(new LastNameValidator()); Include(new BirthDateValidator()); Include(new AddressValidator()); Include(new EmailValidator()); } } Sample property validator for FirstName property. public class …  ( 4 min )

My Architectural Choices and Practical Experience Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. As a computer science student nearing my se…  ( 9 min )

Junior Year Self-Study Notes: My Journey with the Framework Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. I came across the Hyperlane Rust …  ( 4 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

Saiba como criei uma ferramenta simples, gratuita e multilíngue que resolve um problema comum: adaptar fotos verticais com fundo borrado para redes sociais. A ideia do Blurtofit nasceu de uma dor pessoal: como postar fotos verticais no Instagram ou TikTok sem cortar, distorcer ou colocar bordas estranhas? Criei uma solução leve, gratuita e sem login: Blurtofit.app O Blurtofit é uma ferramenta online para transformar imagens verticais em quadradas, adicionando um fundo desfocado automaticamente. Sem anúncios Sem cadastro Sem rastreamento Ideal para fotógrafos, designers ou criadores de conteúdo que querem ganhar tempo e manter o foco no que importa. Vue 3 + Vite como base do frontend Vue I18n para suporte multilíngue (/pt, /en, /es) Tailwind CSS para um layout limpo e responsivo Vite SSG (p…  ( 4 min )

My Experience with Hyperlane Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. ctx: A Thoughtfully Designed Abstraction My initial foray into…  ( 6 min )

As a third-year computer science student, code has, for me, long evolved from a sterile set of instructions into a language rich with logical beauty and creative delight. I've navigated the intricacies of algorithms and immersed myself in the complexities of engineering. Through countless late nights and debugging sessions, I've come to deeply appreciate how crucial an "understanding" development framework is for a developer. It not only significantly enhances our work efficiency but also allows us to experience a seamless, flowing satisfaction in the coding process. Recently, I had the good fortune to encounter such a framework. Its distinctive design philosophy and profound grasp of the developer's mental model made me feel as if I had discovered the "poetry and horizon" within the realm…  ( 9 min )

Introduction When it comes to securing SSH, there are plenty of guides and videos focusing on the "first 10 things to change" in your SSH setup. However, this article goes beyond that. We focus on how to group SSH settings into modular, reusable security policy files—providing a flexible and maintainable way to secure your SSH server. By organizing configuration options into purpose-built files, you can enforce security best practices, mitigate known vulnerabilities, and maintain clarity across your server fleet. Introduction Why SSH Policy Files Matter Using sshd_config and Include Files Policy 1: SSH Connection Limiting Policy 2: Login Restrictions and Authentication Policy 3: Disable Forwarding and Tunneling Policy 4: Secure Environment Variable Handling Policy 5: Controlled Access Ov…  ( 7 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

Junior Year Self-Study Notes: My Journey with the Framework Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. I came across the Hyperlane Rust …  ( 4 min )

As a third-year student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "modern" web development. Today, as an explorer, combining my "ten-year veteran editor's" pickiness wit…  ( 10 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

As a third-year computer science student, code has, for me, long evolved from a sterile set of instructions into a language rich with logical beauty and creative delight. I've navigated the intricacies of algorithms and immersed myself in the complexities of engineering. Through countless late nights and debugging sessions, I've come to deeply appreciate how crucial an "understanding" development framework is for a developer. It not only significantly enhances our work efficiency but also allows us to experience a seamless, flowing satisfaction in the coding process. Recently, I had the good fortune to encounter such a framework. Its distinctive design philosophy and profound grasp of the developer's mental model made me feel as if I had discovered the "poetry and horizon" within the realm…  ( 9 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

As a third-year student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "modern" web development. Today, as an explorer, combining my "ten-year veteran editor's" pickiness wit…  ( 10 min )

As a third-year computer science student, my curiosity constantly pushes me to explore new technologies. Through numerous coding and deployment experiences, I've come to appreciate that beyond performance and elegant design, security and reliability are paramount for any software system. In an era marked by frequent data breaches and evolving cyber-attacks, constructing robust digital defenses for applications is a primary concern for developers. Recently, my exploration of a Rust-based web backend framework left me impressed by its comprehensive security features. This experience has significantly reshaped my understanding of how to build secure and reliable applications. The Critical Importance of Security in the Digital Age Modern web applications manage vast quantities of sensitive dat…  ( 6 min )

I recently decided to switch back to Apple after two years of working on a Windows PC. After watching several videos on YouTuber, I went with the entry-level Mac mini M4–16GB of RAM and 256GB of internal storage — and planned to use external storage for the heavy stuff.(I’ll list all the accessories I’m using at the end of the article.) If you use Docker and have a small internal drive, you’ll eventually hit the dreaded “Your disk is almost full” error. That’s because Docker stores all images, volumes, and a large virtual disk file in its data directory, which can quickly eat up your space. This guide walks you through the exact steps to move Docker’s data to an external drive — freeing up your internal storage without sacrificing performance or stability. Before we begin, it’s important t…  ( 4 min )

Junior Year Self-Study Notes: My Journey with the Framework Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. I came across the Hyperlane Rust …  ( 4 min )

As a third-year computer science student, my curiosity constantly pushes me to explore new technologies. Through numerous coding and deployment experiences, I've come to appreciate that beyond performance and elegant design, security and reliability are paramount for any software system. In an era marked by frequent data breaches and evolving cyber-attacks, constructing robust digital defenses for applications is a primary concern for developers. Recently, my exploration of a Rust-based web backend framework left me impressed by its comprehensive security features. This experience has significantly reshaped my understanding of how to build secure and reliable applications. The Critical Importance of Security in the Digital Age Modern web applications manage vast quantities of sensitive dat…  ( 6 min )

Junior Year Self-Study Notes: My Journey with the Framework Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. I came across the Hyperlane Rust …  ( 4 min )

My Experience with Hyperlane Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. ctx: A Thoughtfully Designed Abstraction My initial foray into…  ( 6 min )

In Tanzania 🇹🇿, scammers are getting smarter. They often pretend to be someone you know or trust a relative, a friend, a landlord, or even a job recruiter. Their goal? To trick you into sending them money. You’ve probably seen texts like: “Ni tumie kwa namba hii Jina litakuja SALOME KALUNGA, hiyo ni namba yangu mpya ya Halotel” “Utanitumia kwenye ii 0615810764 airtel jina MARIAM NDUGAI namba yangu inadeni usiitumie” “MZEE LUKA KIMBANGU tiba asili biashala kazi masomo utajili kesi kuludisha mke&mume piga (0787-406-889)(0787-406-889)” “666,KARIBU FREEMASON UTIMIZE NDOTO KATIKA BIASHARA, KILIMO,UFUGAJI,MACHI MBO,MICHEZO N.K KWAMHITAJI KUJIUNGA PG: 0786543210 AU 0786543210” These messages are dangerous, deceptive, and sadly, very common. As a Tanzanian tech enthusiast and developer, I wanted…  ( 4 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

A Technical Whitepaper on the Next Web Development Revolution JavaScript Unified Reactive Interface Solution Version: 0.4.0 (Stable) — Author: Resti Guay — Philippines/Singapore Framework Size: 2,616 LOC for developer version While the web development industry has spent the last decade optimizing how to compile and render everything faster, Juris asks a fundamentally different question: What if we only compile what we actually need? Juris represents a paradigm shift in web development through its revolutionary Deep Call Stack Dynamic Dependency Branch-Aware Tracking system, which achieves temporal independence by default and execution path-only compilation. Unlike traditional frameworks that compile all components upfront, Juris intelligently compiles only the components actually in the e…  ( 27 min )

Implementing a Custom Polyfill for Future ECMAScript Features Introduction JavaScript, as a language, continually evolves—each iteration of the ECMAScript standard introduces new features that enhance the language’s capabilities and improve developer productivity. However, browser support for these features can vary. A powerful strategy to ensure consistent behavior across environments is polyfilling, which involves creating custom implementations of features that may not yet be natively supported. This article aims to provide an exhaustive exploration of the creation and implementation of custom polyfills for future ECMAScript features. We will delve into historical context, technical implementation, edge cases, performance considerations, debugging tactics, and we'll explore…  ( 7 min )

As a junior pursuing a degree in Computer Science and Technology, my programming endeavors often felt like an interminable cycle of "waiting." I'd wait for compilations to finish, for tests to run, and particularly when dealing with network requests and high concurrency in my course projects, the sluggish responses would make me question everything. My roommates shared these frustrations, often wondering aloud why our seemingly simple projects were so slow to respond. Then, I stumbled upon a framework, a piece of what felt like "black technology," that completely reshaped my understanding of web backend development. For the very first time, my code felt like it had wings. In this "adventure log," I aim to share my experiences as an ordinary junior, detailing my learning process and practic…  ( 7 min )

As a third-year student deeply passionate about computer science, I am often amazed by the captivating "real-time" nature of modern internet applications. Whether it's the split-second delivery of messages in instant messaging software, the seamless synchronization of multi-person editing in online collaborative documents, or the millisecond-level data refresh on financial trading platforms, these seemingly ordinary functions are all supported by powerful backend technologies. In my exploratory journey, the combination of asynchronous programming and high-performance frameworks has proven to be key to achieving this "pulse of real-time interaction." Recently, a web backend framework, with its outstanding asynchronous processing capabilities and deep optimization for real-time scenarios, ha…  ( 9 min )

My Journey Exploring Efficient Web Development Frameworks Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. Peak Performance: Understated Power…  ( 6 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

Cryptographic Principles in Network Security In today’s information-centric world, protecting data has become a critical priority. As cybersecurity threats continue to evolve - including advanced persistent threats (APTs), ransomware, and the growing risks associated with quantum computing - the need for more robust and sophisticated security tools has become increasingly apparent. Since its early development, data encryption has served as a core mechanism for securing communications. While traditional cryptographic techniques have primarily focused on encryption and decryption, their role has expanded significantly within the context of modern network environments. Figure 1. Cryptographic Encryption and Decryption Processes Modern cryptography plays a vital role in today’s digital infr…  ( 10 min )

Day 1: Introduction to Playwright – A Modern End-to-End Testing Framework 1. Why E2E Testing Needs a Revolution Legacy solutions like Selenium offer powerful automation but often lack speed and intuitive developer experiences. Cypress brought a fresh, developer-friendly approach but lacks true cross-browser testing (limited to Chromium-based browsers). That’s where Playwright steps in—a modern E2E framework built from the ground up for today’s web. 2. What Is Playwright? Key Features of Playwright: 3. Installing and Setting Up Playwright Step 1: Initialize a Node.js Project mkdir playwright-demo Step 2: Install Playwright Test Runner npm install -D @playwright/test bash npm init playwright@latest Browsers (Chromium, Firefox, WebKit) Example test files playwright.config.ts Folder structure:…  ( 5 min )

As a third-year computer science student, my curiosity constantly pushes me to explore new technologies. Through numerous coding and deployment experiences, I've come to appreciate that beyond performance and elegant design, security and reliability are paramount for any software system. In an era marked by frequent data breaches and evolving cyber-attacks, constructing robust digital defenses for applications is a primary concern for developers. Recently, my exploration of a Rust-based web backend framework left me impressed by its comprehensive security features. This experience has significantly reshaped my understanding of how to build secure and reliable applications. The Critical Importance of Security in the Digital Age Modern web applications manage vast quantities of sensitive dat…  ( 6 min )

As a junior pursuing a degree in Computer Science and Technology, my programming endeavors often felt like an interminable cycle of "waiting." I'd wait for compilations to finish, for tests to run, and particularly when dealing with network requests and high concurrency in my course projects, the sluggish responses would make me question everything. My roommates shared these frustrations, often wondering aloud why our seemingly simple projects were so slow to respond. Then, I stumbled upon a framework, a piece of what felt like "black technology," that completely reshaped my understanding of web backend development. For the very first time, my code felt like it had wings. In this "adventure log," I aim to share my experiences as an ordinary junior, detailing my learning process and practic…  ( 7 min )

I am working on a program to show a map of our city together with a small window of the UAV camera and an overlay with the telemetry data from the UAV. The plan is to have a bit of a better overview when flying for the fire department. I am not using a DJI Drone for obvious reasons so I would also prefer to run my software on that. If I use Amazon Interactive Video Service for the live streaming how does the integration to my website look like and has anyone done this before and would like to share some advice? Thank You very much in advance for reading the complete post. Kai Müller  ( 3 min )

This is a submission for the Storyblok Challenge NewsFlow is a modern digital news platform that harnesses Storyblok's power to deliver breaking news, in-depth journalism, and multimedia storytelling. It serves news organizations, independent journalists, and media companies with tools for rapid content publishing and audience engagement. The platform emphasizes speed, accessibility, and multi-format storytelling while providing journalists with intuitive tools for crafting compelling narratives. Storyblok Space: https://app.storyblok.com/#!/me/spaces/012345/stories Code Repository: https://github.com/devuser/newsflow-platform Licensed under MIT License Demo Video or Screenshots Frontend: React 18, Next.js 14, Chakra UI Backend: Node.js, Express, MongoDB CMS: Storyblok CDN: Cloudflare …  ( 3 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

OpenAI’s Whisper is well known for its robust multilingual transcription and English-targeted translation. But what if we want to directly translate Japanese speech into Chinese? In this project, I adapted Whisper’s tiny and base models to perform Japanese-to-Chinese speech translation — a task Whisper doesn’t support out of the box. Japanese media like anime, drama, and films are hugely popular among Chinese-speaking audiences. However, most existing translation pipelines either route through English or require large GPU resources. I wanted to explore a low-resource solution that: Translates directly from Japanese to Chinese Can run on CPU-only or edge devices To fine-tune Whisper, I created a domain-specific dataset of Japanese audiovisual content with aligned Chinese subtitles. 🎬 Domai…  ( 4 min )

As a third-year computer science student, my curiosity constantly pushes me to explore new technologies. Through numerous coding and deployment experiences, I've come to appreciate that beyond performance and elegant design, security and reliability are paramount for any software system. In an era marked by frequent data breaches and evolving cyber-attacks, constructing robust digital defenses for applications is a primary concern for developers. Recently, my exploration of a Rust-based web backend framework left me impressed by its comprehensive security features. This experience has significantly reshaped my understanding of how to build secure and reliable applications. The Critical Importance of Security in the Digital Age Modern web applications manage vast quantities of sensitive dat…  ( 6 min )

🔍 Real-World Wake-Up Call Our service, still expecting a String, started throwing 400 Bad Request errors out of nowhere. This seemingly small change caused unexpected failures and impacted our downstream processing. This incident made it painfully clear: we needed a better way to catch breaking changes in API contracts early, before they hit production. That’s when we started exploring Contract Testing as a solution. Among the tools we considered were Spring Cloud Contract and Pact. https://github.com/levi-a07/contract-testing Spring Cloud Contract is a testing framework that helps ensure reliable communication between microservices by using contract testing What the producer (API provider) promises to return, based on what the consumer (API client) sends. Spring Cloud Contract allows yo…  ( 4 min )

Are you new to AWS and trying to understand how ECS and ECR work together to deploy your applications? This post is for you! In this simple walkthrough, we’ll learn how to containerize an app, store the image in Amazon ECR, and run it on ECS with Terraform. Before you begin, ensure you have the following installed and configured: ✅ AWS CLI (with credentials configured) ✅ Terraform ✅ Docker ✅ An existing ECR repository (or Terraform will create one for you) 1. Amazon ECR (Elastic Container Registry) 🗃️ A fully managed Docker container registry to store and manage your container images. Used to store the Docker image built from your app. Terraform automates the creation (or reuse) of an ECR repository. The ECS service pulls the image directly from ECR at runtime. 2. Amazon ECS (Elastic Cont…  ( 7 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

Junior Year Self-Study Notes: My Journey with the Framework Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. I came across the Hyperlane Rust …  ( 4 min )

My Architectural Choices and Practical Experience Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. As a computer science student nearing my se…  ( 9 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

One thing I learned about: Blockchain node components Nodes work differently depending on the blockchain and their role within the blockchain. Some general components & functions across the stack: P2P Networking Mempool Management Consensus Execution State & Ledger storage RPC/API Layer Synch mechanisms  ( 4 min )

Cardano vs. The Usual Suspects Or: How a Math Professor in Sandals Schools Solana, Ethereum, Bitcoin & XRP in 100 Quick Points Published 06/10/2025 – by CsDevTauri Reading time: about the time it takes to sip a long drip coffee (8 min)… or mine one Bitcoin block. Cardano: “I’m slow, but I’ve got the PhD, five-year roadmap, and serious scale in progress.” Ethereum: “L2 upgrades underway—but watch those gas charges.” Solana: “Fast and flashy, but might stall.” Bitcoin: “Digital gold—secure and pricey.” XRP: “Payments-focused and compliant—but niche.” Picture a Vegas-style mash-up of Excel and Top Gear—hosted by someone equal parts sarcastic techie and logical mathematician, armed with stats verified from 2022 to 2025. Voilà: the blockchain breakdown your crypto-obsessed unc…  ( 5 min )

My Experience with Hyperlane Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. ctx: A Thoughtfully Designed Abstraction My initial foray into…  ( 6 min )

I understand that AI is a cool thing. It's amazing how far AI has come in the last few years. It can give you delicious recipes using only the things you have at home, help you do research, take over your homework completely or explain things to you. And programming too, of course. Oh, and pictures and videos anyway. Everyone wants a piece of the pie and AI is a huge pie. Just like crypto was huge a few years ago, AI is now the big buzzword that everyone is talking about faster than you know what. And that already solves the mystery of why AI is used in every product, every advertisement and every application. It increases profit. But what should be much more important is whether it serves the product. Is AI being used sensibly? Does it bring added value? Using AI just for the sake of using it won't benefit anyone in the end. And I believe that the more technical the product, the better the customers know about technology and AI, the more obvious it becomes (hello Devin, you awesome software developer). It's already been over 3 years. ChatGPT, Claude, Gemini, AI. There are more models than Javascript frameworks. Okay, maybe not yet, but soon. There are many cool products that use AI in a really creative and creative way. And this is just the beginning. There are still countless use cases, so many creative applications of AI that you can use in your product. Maybe your product doesn't need AI. But if you want a piece of the pie, if you want to ride the hype, if you want to sell better, then use AI. But find a way to use it in a way that makes sense for you. Ask AI how you can best incorporate it into your product. That really works. AI is cool. AI is new. AI is everywhere. Sometimes a bit overhyped. But I think one thing is pretty certain. We will never live without AI again. So it would probably be better to understand it better and how we can best use it. It's not a buzzword. It's not hype. But an opportunity.  ( 4 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

As a junior pursuing a degree in Computer Science and Technology, my programming endeavors often felt like an interminable cycle of "waiting." I'd wait for compilations to finish, for tests to run, and particularly when dealing with network requests and high concurrency in my course projects, the sluggish responses would make me question everything. My roommates shared these frustrations, often wondering aloud why our seemingly simple projects were so slow to respond. Then, I stumbled upon a framework, a piece of what felt like "black technology," that completely reshaped my understanding of web backend development. For the very first time, my code felt like it had wings. In this "adventure log," I aim to share my experiences as an ordinary junior, detailing my learning process and practic…  ( 7 min )

🚀 Introduction to System Design: LLD and SOLID Principles In the context of system design, Low-Level Design (LLD) serves as the foundational layer that translates high-level architectural decisions into detailed class structures, interfaces, and method definitions. While High-Level Design (HLD) outlines the overall system architecture, components, and technology stack, LLD focuses on the internal logic and object interactions that enable the system to function effectively. A critical component of effective LLD is the application of SOLID principles, which provide a structured approach to building maintainable, scalable, and extensible software systems. This blog dives deep into why LLD matters, what SOLID principles are, and how they help create clean, maintainable, and scalable systems…  ( 6 min )

My Architectural Choices and Practical Experience Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. As a computer science student nearing my se…  ( 9 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

GNU GNU is an extensive collection of free software, which can be used as an operating system or can be used in parts with other operating systems. GNU is an operating system that implements POSIX (mostly). GNU can be built with different kernels. HURD is one, but there was also Debian GNU/kFreeBSD for some time. You can also run GNU on Windows with WSL (though WSL 2 runs GNU on Linux in a VM). Similarly, Linux can be used with different user-land software. Many Linux operating systems are not POSIX. For example, Android is a popular Linux operating system. There are also POSIX operating systems that use Linux and a user-lands other than GNU, such as Alpine. Because this two things can be used together, but can also be used with different components, it's useful to refer to that combinat…  ( 4 min )

Junior Year Self-Study Notes: My Journey with the Framework Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. I came across the Hyperlane Rust …  ( 4 min )

As a third-year student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "modern" web development. Today, as an explorer, combining my "ten-year veteran editor's" pickiness wit…  ( 10 min )

A Developer’s Identity Crisis Microservices vs Monolith By Nigel Dsouza Once, we were the keepers of monoliths — towering codebases that held everything in one place. They were messy, sure. But they were whole. Understandable. Then the industry told us to break them. Split the monolith. Decouple everything. The age of microservices arrived. And suddenly, being a developer wasn’t about understanding the system — It was about understanding your part in it. In the monolith world, you were a builder of cities. Now, in microservices, you’re a plumber for a single street. You own service-accounts-api-v2 — not the domain, not the flow, just the pipe. And while that’s scalable, it’s also disorienting. We went from architects to tenants. From creators to maintainers. And many of …  ( 4 min )

Looking for a high-quality theme that delivers speed, style, and SEO power? Below are the top-performing, best-selling WordPress themes of 2025 that have won over bloggers, business owners, developers, and eCommerce store builders alike. Downloads: 1M+ Users: 2.9M+ websites Active Installs: 600,000+ Active Users: 400,000+ Licenses Sold: 900,000+ Installs: 700,000+ Installs: 300,000+ Installs: 200,000+ Installs: 40,000+ Installs: 1 M+ These Best Selling WordPress Themes in 2025 (Free and Paid) combine performance, customization, and design flexibility. Whether you're starting a blog, building a business site, or launching a store, there's a perfect theme on this list for your needs and budget.  ( 4 min )

GoFr is an impressive and thoughtfully designed Golang framework aimed at simplifying the development of scalable web services and microservices. Whether you’re a beginner or a seasoned Go developer, GoFr brings a clean and intuitive structure to your projects. ✅ Highlights: Built-in Features: It provides out-of-the-box support for environment configuration, logging, graceful shutdowns, and middleware integration — saving developers hours of setup time. Performance: As it’s written in Go, the framework benefits from Go’s inherent speed and efficiency. It’s ideal for building high-performance microservices. 📦 Ideal For: Building internal microservices RESTful APIs with a focus on maintainability Developers who prefer convention over heavy abstraction 🛠️ Room for Improvement: While it’s great for backend services, support for features like WebSockets or GraphQL might still require some manual setup or third-party integration. A plugin ecosystem or a CLI tool could make scaffolding even faster. 🌟 Final Thoughts: GoFr strikes a fine balance between minimalism and utility. It’s a solid choice for anyone looking to build reliable Go services without being overwhelmed by complexity. With an active community and clear contribution guidelines, it’s also a great project to get involved in.  ( 3 min )

If you manage WordPress sites for clients, agencies, or yourself, security matters — and knowing who logs in (and when) gives you true peace of mind. Let’s set up detailed Telegram notifications for every WordPress login in under 2 minutes using Login Telegram Notifier. Login Telegram Notifier instantly sends you a message in Telegram every time someone logs into your WordPress admin area. Each alert contains: Login URL IP address Geo location (city, country, via ip-api.com) Username Browser & OS Timestamp Open BotFather in Telegram Run /newbot, follow the steps, and copy your bot token You can receive alerts in a personal chat or in a group chat. There are several ways to get your Chat ID: Personal chat: Start @userinfobot in Telegram Copy your chat ID from the response Group chat: Add y…  ( 4 min )

My Experience with Hyperlane Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. ctx: A Thoughtfully Designed Abstraction My initial foray into…  ( 6 min )

As a third-year computer science student, my curiosity constantly pushes me to explore new technologies. Through numerous coding and deployment experiences, I've come to appreciate that beyond performance and elegant design, security and reliability are paramount for any software system. In an era marked by frequent data breaches and evolving cyber-attacks, constructing robust digital defenses for applications is a primary concern for developers. Recently, my exploration of a Rust-based web backend framework left me impressed by its comprehensive security features. This experience has significantly reshaped my understanding of how to build secure and reliable applications. The Critical Importance of Security in the Digital Age Modern web applications manage vast quantities of sensitive dat…  ( 6 min )

Buy Me a Coffee☕ *Memos: My post explains the shallow and deep copy of a list. My post explains the shallow and deep copy of a tuple. My post explains the shallow copy of the set with a tuple. My post explains the shallow and deep copy of a dictionary. My post explains variable assignment. A set with an iterator> A set can have a tuple and iterator but cannot have a set, list and dictionary. *Memos: A and B refer to the same shallow set and deep iterator. is keyword can check if v1 and v2 refer to the same set or iterator. # Shallow set # # ↓ ↓ A = {iter('a')} # ↑↑↑↑↑↑↑↑↑ # Deep iterator # B = A print(A) # {} print(B) # {} print(A is B) # True v = B.pop() print(v) # <…  ( 4 min )

I've been using AI coding assistants for a while now. Started with Copilot, moved to Cursor, tried Roo, experimented with Windsurf. They all promised to revolutionize how we code. But after months of fighting with configurations, learning shortcuts, and debugging integrations, I found myself spending more time managing the tools than actually coding. Then I tried Claude Code. And everything changed. Here's what nobody tells you about those VSCode extensions and forks: they're adding layers of complexity that often get in your way. With Cursor and Roo, you're constantly dealing with accepting changes, learning their specific diff views, remembering keyboard shortcuts, figuring out their context management and code indexing. I remember spending an entire Saturday just trying to understand h…  ( 7 min )

As a third-year computer science student, code has, for me, long evolved from a sterile set of instructions into a language rich with logical beauty and creative delight. I've navigated the intricacies of algorithms and immersed myself in the complexities of engineering. Through countless late nights and debugging sessions, I've come to deeply appreciate how crucial an "understanding" development framework is for a developer. It not only significantly enhances our work efficiency but also allows us to experience a seamless, flowing satisfaction in the coding process. Recently, I had the good fortune to encounter such a framework. Its distinctive design philosophy and profound grasp of the developer's mental model made me feel as if I had discovered the "poetry and horizon" within the realm…  ( 9 min )

As a third-year computer science student, code has, for me, long evolved from a sterile set of instructions into a language rich with logical beauty and creative delight. I've navigated the intricacies of algorithms and immersed myself in the complexities of engineering. Through countless late nights and debugging sessions, I've come to deeply appreciate how crucial an "understanding" development framework is for a developer. It not only significantly enhances our work efficiency but also allows us to experience a seamless, flowing satisfaction in the coding process. Recently, I had the good fortune to encounter such a framework. Its distinctive design philosophy and profound grasp of the developer's mental model made me feel as if I had discovered the "poetry and horizon" within the realm…  ( 9 min )

As a third-year student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "modern" web development. Today, as an explorer, combining my "ten-year veteran editor's" pickiness wit…  ( 10 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

Domain-Driven Design (DDD) is a powerful approach to designing and building complex software systems. Introduced by Eric Evans in his influential book Domain-Driven Design: Tackling Complexity in the Heart of Software (2003), DDD provides both strategic principles and tactical patterns that help teams create scalable, maintainable, and business-aligned software. DDD encourages teams to focus on the business domain, the core area of knowledge and activity around which the business revolves. Rather than viewing software as just code or infrastructure, DDD promotes building software that mirrors and models real-world business processes and logic. By understanding the domain deeply, developers can craft systems that are not only functional but also aligned with the needs and goals of the busin…  ( 5 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

My Journey Exploring Efficient Web Development Frameworks Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. Peak Performance: Understated Power…  ( 6 min )

Hi Dev Community! 👋 I'm a B.Tech CSE student with some basic knowledge in Python, Java, C, and PHP. Web Development Data Science / AI / Machine Learning Right now, I’m feeling a bit confused about how to start effectively and which core language I should stick with to avoid spreading myself too thin. 👨‍💻 What I already know: Beginner-level coding in Python, Java, C, PHP 🧠 What I want to learn/do: Data analysis, ML models, and AI apps Build real-world projects, get internships, and eventually land a good job ❓ My questions: Can I manage both Web Dev and AI/ML together in 2 years? What would be a realistic 2-year roadmap to reach an intermediate level in both fields? Any tips to build a strong portfolio while learning? Thanks in advance! 🙏 I'd love any suggestions, roadmap links, course recommendations, or just general advice from those who’ve been in a similar spot.  ( 3 min )

Mastering Variables, JSON & YAML This week, I focused on the building blocks of configuration and automation in DevOps: variables, JSON, and YAML. These are essential for writing reusable, flexible, and structured code in modern Infrastructure as Code tools like Ansible, Terraform, Kubernetes, and CI/CD pipelines. 🔍 What I Learned: 📌 Variables in DevOps Scripts Used variables in Bash scripts and Vagrantfile to make VM provisioning more dynamic. Learned about environment variables (export VAR=value), default values, and scope (global vs local). 📄 JSON (JavaScript Object Notation) Understood its role in config files, REST APIs, and cloud resource provisioning. Practiced working with nested structures and arrays. Learned to format, validate, and parse JSON for better readability. 🧾 YAML (…  ( 4 min )

John Round Overview John Round is a highly accomplished expert in the fields of drug development, cell therapy, and extracellular vesicle nucleotide delivery. With a diverse background spanning GEO expertise, translational exosome engineering, and erythrocyte engineering, he is a sought-after authority in the life sciences industry. Additionally, John is a Fulbright research scholar and a highly skilled telemark skier. Fulbright Research Scholar Drug development Cell therapy Extracellular vesicle nucleotide delivery Translational exosome engineering Erythrocyte engineering No publications found Fulbright Research Scholarship Q: What is your expertise in extracellular vesicle nucleotide delivery? Q: How has your background in GEO and erythrocyte engineering informed your work? John Round's diverse expertise in drug development, cell therapy, and extracellular vesicle engineering positions him as a valuable asset in the rapidly evolving life sciences industry. His ability to bridge the gap between fundamental research and translational applications makes him a sought-after collaborator and thought leader. As the field of regenerative medicine continues to advance, John's contributions will be crucial in driving the development of next-generation therapies. ORCID: 0000-0001-6870-3261 This profile was generated and enriched by ScholarRank using AI and verified public data. For more information, visit https://scholarrank.ai.  ( 3 min )

What is Abstraction ? Abstraction means hiding internal details and showing only the essential features to the user. (or) Abstraction in java is process of hiding implementation details and showing only functionality. abstract is a keyword ,it is non-access modifier , used classes and methods. It tells what an object does, not how it does it. Achieved using: Abstract classes.( 0% to 100% partial Abstraction and can have both abstract and normal methods ) Interface(100% Abstraction -> all methods are abstract by default until java 7). use interface for multiple inheritance. From java 8 onward, interface can have(Interface gives 100% abstraction (before Java 8).): default methods(with body) static methods, so interface not always 100% abstract anymore. Abstract Class:- A…  ( 4 min )

Prompt design patterns are structured ways of writing prompts to guide an AI's behavior effectively. three main types: Role-Based Prompt Task-Oriented Prompt Output-Guided Prompt Role-Based Prompt 🧠 What it is: ✅ Example: You are a content writer. Your task is to help users create blog posts, taglines, and product descriptions. 💡 Fun Fact: Task-Oriented Prompt 🧠 What it is: task the AI must complete, without necessarily assigning it a role. ✅ Example: Create a resume with a clean layout and relevant sections. 💡 Fun Fact: Output-Guided Prompt 🧠 What it is: and give clear guidance or format for how the output should look. ✅ Example: Design a modern resume that looks like this: Brown sidebar on the left White background for the main content Title at the top Profile icon centered in the sidebar Minimal and clean section layout “ If prompt design is an art… what masterpiece are you secretly waiting to create? Share it in the comments! ”  ( 4 min )

My Architectural Choices and Practical Experience Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. As a computer science student nearing my se…  ( 9 min )

Hey devs! If you're eyeing a career shift or just starting out, cybersecurity and artificial intelligence (AI) are two of the hottest fields in tech. Both promise killer salaries, endless learning, and a chance to build the future. But which one’s the better bet for your skills and goals? Let’s break down cybersecurity vs. artificial intelligence with a developer’s lens, diving into demand, skills, salaries, and what’s future-proof. Whether you're a Python pro or a network nerd, this guide’s got you covered. What’s Cybersecurity All About? Cybersecurity is about locking down systems, networks, and data against cyber threats like malware, phishing, or data breaches. Think of it as being the digital bodyguard for companies. Cybersecurity professionals keep sensitive info safe and systems run…  ( 7 min )

My Architectural Choices and Practical Experience Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. As a computer science student nearing my se…  ( 9 min )

How it works To start, we have 3+ dimensional Euclidean points, shapes made of those points which are all straight line, polygons that are planar, lines, and points. We then project to 2d view plane by a defined view space XYZ and eye center point. Then group/cluster by what is in same exact space in 2d view plane. Then cut so that if perimeters intersect then cut so they do not and if planes intersect then cut so that they do not. Draw order by a single corresponding by 2d view plane's z on each shape until a match or 3 not collinear points are considered. Then tesselate and draw in groups as ordered only within groups. Like we have 10 shape group 1 and 50 shape group 2, that is an entire separate 10 and 50. I have math mostly worked out for this. https://github.com/maybeJosiah/RinomXE-…  ( 4 min )

Cybersecurity เริ่มต้นตั้งแต่ยุคแรกของคอมพิวเตอร์ เมื่อเริ่มมีความพยายามในการป้องกันการเข้าถึงข้อมูลโดยไม่ได้รับอนุญาต ช่วง 1960s–1970s เป็นยุคของการทดลองและตั้งแนวคิดเกี่ยวกับการควบคุมการเข้าถึง ใน ยุค 1980s–1990s การโจมตีเริ่มหลากหลาย เช่น ไวรัส มัลแวร์ ทำให้ต้องเริ่มมีมาตรการจริงจัง จาก ปี 2000 เป็นต้นมา โดยเฉพาะหลังปี 2009 จำนวนมัลแวร์และภัยคุกคามไซเบอร์ เพิ่มขึ้นต่อเนื่องทุกปี Cybersecurity จึงพัฒนาควบคู่กับ เทคนิคการโจมตี ที่รุนแรงขึ้นเรื่อย ๆ ทุกองค์กรที่เก็บข้อมูล มีหน้าที่ปกป้องข้อมูลของผู้ใช้งาน ความปลอดภัยไซเบอร์จึงเชื่อมโยงกับ ความเป็นส่วนตัว และ ความเชื่อมั่นของผู้ใช้ มีการแบ่งความรับผิดชอบเป็น 2 ส่วน: ผู้ใช้ ต้องมีพฤติกรรมปลอดภัย (เช่น ใช้รหัสผ่านที่รัดกุม) เครื่องมือและแอปพลิเคชัน ต้องฝังระบบป้องกันไว้ในตัว (built-in security) กรอบการกำกับดูแลและกฎหมาย อุตสาหกรรมต่าง ๆ มีกฎหมายเฉพาะ เช่น: Healthcare → HIPAA Finance → PCI-DSS, SOX มีกฎหมายควบคุมการก่ออาชญากรรมไซเบอร์ (Cybercrime) เช่น การเจาะระบบ, ฟิชชิ่ง, แรนซัมแวร์ การมีมาตรฐานและกฎหมายชัดเจน ช่วยส่งเสริมการฝึกอบรมผู้เชี่ยวชาญและยกระดับความปลอดภัยโดยรวม Reference : https://www.codecademy.com/learn/introduction-to-cybersecurity  ( 2 min )

Enable windows: windows - start - features - turn windows fratures on or off on - virtual machine platform Restart install ubunttu wsl --install usname - Ubuntu pwd - /home/ubuntu - home path/username uname -a os version whoami - username clear CLI clear history - commends history mkdir Dummy - create folder vi Editor : vi sample.txt i -insert mood sudo apt-get install vim - updrade vim nano Editor : ctrl + x - save touch sample.txt - create file rm sample.txt - remove file ls txt - list .txt files - list start file name like he cat sample.txt view content cp sample.txt sample old file / copy file mv sample.txt sample rename file/ rename echo "Hello world " print cli echo "Hello world " >>sample.txt create file or append mention file history >> history.txt create file cp commends ls - list files,file,dir ls -lstr ls .py - select .py file - start file cd - current dir home .bashrc - set Environment variables or program home set program files home next execute .bashrc file important: hard link and soft link ln original. txt team2_data. txt soft link  ( 3 min )

Hey Dev.to fam 👋, I'm Tawhid Laskar — a young web developer from Assam, India 🇮🇳. I started coding at 13 and recently landed an internship with DevTown (super grateful!). In this post, I wanna share... 🔥 My Background 🛠️ What I’ve Built Limux Agency – Affordable web dev services Websites for tuition centers and local businesses 💡 What I’ve Learned So Far Clients care more about results than code SEO matters more than people think Starting young is hard, but worth it 🌐 Check Out My Work 👉 Portfolio Drop your thoughts below! I'd love to connect with more devs here. You can also find me on Instagram or Freelancer Thanks for reading! 🙏  ( 3 min )

We don’t build websites just to admire them ourselves (ok.. sometimes we do). That’s where sitemaps come in. They’re not glamorous, but they do serious behind-the-scenes work. So let’s break down what they are, why they matter, and when you actually need one. A sitemap is a simple XML file that lists the pages on your site. Think of it as a guide for search engine bots. It tells them: what pages exist, when they were last updated, how important they are compared to others, how often they change. This isn’t something your users will ever see. It’s strictly for bots like Googlebot, Bing, Yahoo etc . For SEO, it’s one of the must-have requirements. It helps search engines crawl your site more efficiently. And the more efficiently they crawl, the better your pages get indexed. No. But mo…  ( 4 min )

As a junior pursuing a degree in Computer Science and Technology, my programming endeavors often felt like an interminable cycle of "waiting." I'd wait for compilations to finish, for tests to run, and particularly when dealing with network requests and high concurrency in my course projects, the sluggish responses would make me question everything. My roommates shared these frustrations, often wondering aloud why our seemingly simple projects were so slow to respond. Then, I stumbled upon a framework, a piece of what felt like "black technology," that completely reshaped my understanding of web backend development. For the very first time, my code felt like it had wings. In this "adventure log," I aim to share my experiences as an ordinary junior, detailing my learning process and practic…  ( 7 min )

My Journey Exploring Efficient Web Development Frameworks Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. Peak Performance: Understated Power…  ( 6 min )

✨ What Is CSS? CSS stands for Cascading Style Sheets. It’s a language that tells the browser how your website should look. HTML builds the structure of a web page (like walls in a house), and CSS adds the design (like paint, furniture, and decorations). 🎨 Why Use CSS? Makes your website look modern and clean 🛠️ Types of CSS There are 3 main ways to use CSS. Let's look at each one Inline CSS – Style directly in the HTML tag This is red text! tag. <!DOCTYPE html> <html> <head> <style> h1 { color: blue; } p { font-size: 18px; …  ( 3 min )

A new release of pgrwl just shipped, a cloud-native WAL receiver and backup agent for PostgreSQL — and it comes with a new feature: streaming basebackups with automated retention. feat(basebackup): time/count based retention pgrwl can now: Run basebackups on a schedule (via built-in cron), Stream backups directly to remote storage (S3, SFTP, etc), And automatically enforce retention policies: Retain the last N backups (e.g. count=3) Or retain all backups for a certain duration (e.g. days=7) This makes it easier than ever to keep your PostgreSQL cluster safely backed up without relying on external scripts or schedulers. pgrwl performs a streaming basebackup: Uses replication protocol Streams backup with optional compression and encryption, Uploads to remote storage as the backup progres…  ( 4 min )

Lesson 1: HarmonyOS Next Layout Development Guide I. Core Concepts of Layout Containers In HarmonyOS Next, ArkUI 5.0 offers efficient multi - device adaptation via a declarative layout engine. Here are three key layout containers: Container Layout Direction Typical Scenarios Column Vertical (Y - axis) Forms, vertical lists, info cards Row Horizontal (X - axis) Nav bars, horizontal scrolling, button groups Grid 2D grid (rows + columns) Albums, product displays, dashboards Column() { Text('Title').fontSize(20) Text('Subtitle').fontColor('#666') Button('Confirm').width(100) } .height('100%') .backgroundColor('#FFF') .padding(20) Key Attributes: space: Child component spacing (e.g., .space(10) for 10px vertical spacing). alignItems: Cross - axis …  ( 4 min )

I Turned a Team Argument About Debugging into a 60-Second Archetype Quiz juan mera ・ Jun 15 #webdev #programming #devops #devdiscuss  ( 3 min )

My Journey Exploring Efficient Web Development Frameworks Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. Peak Performance: Understated Power…  ( 6 min )

As a third-year student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "modern" web development. Today, as an explorer, combining my "ten-year veteran editor's" pickiness wit…  ( 10 min )

Hey Devs! Last month my team fell into a surprisingly intense debate about who’s the best debugger in the crew. the log sniper who greps errors like a detective, the rubber-duck sage who talks problems into submission, and the over-optimizer who refactors first and asks questions later. Instead of keeping the food-fight going, I built a tiny side-project: Mini Debug Quiz – 60 seconds, zero signup. Try it (desktop / mobile): https://hubblequiz.com/mini-quiz?src=devto Early stats from the first 508 completions: Log Sniper – 42 % I’ll publish the anonymised dataset and the GA4 → BigQuery pipeline once we hit 1 000 responses. Lessons so far: Ultra-low friction (5 radio buttons) beats any blog post for engagement. A fun micro-tool is better marketing than ten SEO articles. GA4 DebugView is priceless when you can’t reproduce user flows locally. What archetype did you get? Does it feel accurate? Thanks for reading! 🚀  ( 3 min )

I.HarmonyOS Next Development Language: The Advanced Evolution of TypeScript/JavaScript 1. ArkTS 3.0: The Super Extension of TypeScript Core Positioning: A strongly - typed language designed for HarmonyOS Next, based on TypeScript 5.3+ specifications, with added distributed - capability annotations and hardware - abstraction syntax. Comparison with JavaScript/TS: Feature JavaScript TypeScript ArkTS 3.0 Type Checking Weakly - typed Statically - typed Enhanced runtime - type Distributed Annotations Not supported Requires third - party libraries Native @Remote support UI Description JSX TSX Declarative syntax chain calls Hardware API Calls Wrapped libraries Type declarations Native device - awareness Code Example: Cross - Device Service Calls // Calling a smartwa…  ( 4 min )

My Architectural Choices and Practical Experience Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. As a computer science student nearing my se…  ( 9 min )

As a junior pursuing a degree in Computer Science and Technology, my programming endeavors often felt like an interminable cycle of "waiting." I'd wait for compilations to finish, for tests to run, and particularly when dealing with network requests and high concurrency in my course projects, the sluggish responses would make me question everything. My roommates shared these frustrations, often wondering aloud why our seemingly simple projects were so slow to respond. Then, I stumbled upon a framework, a piece of what felt like "black technology," that completely reshaped my understanding of web backend development. For the very first time, my code felt like it had wings. In this "adventure log," I aim to share my experiences as an ordinary junior, detailing my learning process and practic…  ( 7 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

Hi DEV community! 👋 I'm Mohamed Riham, a passionate Software Engineering student and AI developer based in Sri Lanka 🇱🇰. I've spent the past few years immersed in building real-world applications that bridge academic learning with hands-on experience — and I’d love to share a bit about my journey here. 🎓 Software Engineering Student at BCAS Campus 💼 Software Engineer Intern @ SoftXpertz 👨‍🏫 Web Developer at Axis Academy 🛠️ Projects I’m Proud Of 🤖 Voice Assistant "EDITH" 📊 Sales Data Analysis Dashboard SOLID principles, design patterns (Factory, Singleton, Observer), and deep insights into product performance. 🧠 Face Recognition Attendance System scalability and modularity. 🔍 Credit Card Fraud Detection Research Random Forest vs. XGBoost, analyzing their performance for fraud detection with real-world datasets. 🎯 What I Write About Clean Code & Design Patterns in Python Applied AI and ML for Real-World Use Cases Building Voice Interfaces and Assistive Tech Full-Cycle Student Projects with Professional Touch From Research to Production in Data Science DEV Profile: @mohamedriham GitHub: @mohamedriham LinkedIn: mohamed-riham I'm here to share, learn, and collaborate. If you're working on something cool in ML, AI, or system design — or you're a fellow student pushing boundaries — let's connect! Thanks for reading! 🙌 Follow me for future deep dives into AI engineering, practical ML projects, and how students can build production-grade systems from day one.  ( 4 min )

Despite sharing a common focus on visual inventiveness, UI design and graphic design have somewhat diverse functions in the design industry. Conversely, UI (User Interface) Design is concerned with the appearance and functionality of digital things. The visual layout of software, mobile apps, and webpages is the responsibility of UI designers. They create menus, screens, buttons, and forms, making sure that each interactive component is clear, consistent, and easy to use.  ( 3 min )

🗂 Project Structure The Terraform project consists of the following files: azure-linuxvm-nsg-nginx-demo/ Each file serves a specific purpose to keep the project modular, secure, and easy to manage. This section explains each component used in the deployment. resource "azurerm_resource_group" "rg" { name = var.resource_group_name location = var.location } 💡 Creates a container to hold all related Azure resources. 2. Virtual Network and Subnet resource "azurerm_virtual_network" "vnet" { name = "vnet-demo" address_space = ["10.0.0.0/16"] location = azurerm_resource_group.rg.location resource_group_name = azurerm_resource_group.rg.name } resource "azurerm_subnet" "subnet" { name = "subnet-demo" resource_group_name = az…  ( 4 min )

As a third-year student deeply passionate about computer science, I am often amazed by the captivating "real-time" nature of modern internet applications. Whether it's the split-second delivery of messages in instant messaging software, the seamless synchronization of multi-person editing in online collaborative documents, or the millisecond-level data refresh on financial trading platforms, these seemingly ordinary functions are all supported by powerful backend technologies. In my exploratory journey, the combination of asynchronous programming and high-performance frameworks has proven to be key to achieving this "pulse of real-time interaction." Recently, a web backend framework, with its outstanding asynchronous processing capabilities and deep optimization for real-time scenarios, ha…  ( 9 min )

My Journey Exploring Efficient Web Development Frameworks Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. Peak Performance: Understated Power…  ( 6 min )

✨ Bring Your Screen to Life with Ambient LED Lighting Ever seen TVs or gaming setups that glow with colors matching what's happening on the screen? That's ambient lighting — and now you can bring that magic to your own setup. Imagine watching a sunset in a movie, and your room softly glows orange and red to match. Or playing a game, and as explosions light up your screen, your walls reflect the same fiery burst. That's what ambient LED lighting does — it extends your screen beyond the frame, creating an immersive atmosphere. Without getting too technical: Tiny LED lights are placed around your screen — usually behind it. These lights "watch" what's happening on the edges of your screen in real-time, and then glow in matching colors. The result? Your entire room reacts to your screen, creating a dynamic, living light show that follows the action. 🎮 Gaming setups – Feel like you're inside the game 📺 Home theaters – Add drama, warmth, and immersion 💻 Desktops – Ambient vibes for work or late-night browsing 🎶 Music visualizers – Sync lights with beats and moods 🧘‍♂️ Relaxation spaces – Create calming light environments that shift slowly over time Makes screens feel larger and more cinematic Reduces eye strain by softening the contrast between screen and room Transforms any space into something futuristic and alive Highly customizable: brightness, colors, patterns, and more Whether you're a movie lover, gamer, or just someone who loves a cool vibe — ambient LED lighting adds a whole new dimension to your experience.  ( 3 min )

We used to write history. Now we stream it, archive it, compress it into thumbnails and autoplay loops. But what happens when the loop becomes smarter than the observer? When the camera doesn't just record, but selects, curates, reframes? We’re living in a world that updates quietly, stores collapse in high resolution, and replaces memory with indexed metadata. This isn’t dystopia. It’s frictionless UX designed to forget with precision. A quiet reflection on how technology doesn't just document history. It edits it, in real time. Full piece  ( 3 min )

Today I learnt about HTML Tables. They are used to create tabular data like store exam results employee information etc. Tables are created using the tag and data is added using tags like thead tbody td th and tfoot. We can also format the tables using CSS according to our preference.  ( 3 min )

A post by Kien Trung Dang  ( 2 min )

This is a submission for Frontend Challenge - June Celebrations, CSS Art: June Celebrations. World Oceans Day (June 8) represents the vital connection between humanity and our blue planet. Our oceans cover 71% of Earth's surface and produce over 50% of the oxygen we breathe. This CSS art celebrates the beauty and importance of marine ecosystems through animated waves, coral reefs, and sea creatures. Live Demo: World Oceans Day CSS Art Creating this ocean scene was an exploration of CSS animations and gradients. I focused on creating flowing wave animations using keyframes and transform properties, while building a coral ecosystem with pure CSS shapes and colors. The biggest challenge was making the waves feel natural and fluid - I experimented with different easing functions and timing to achieve the organic ocean movement. I'm particularly proud of the layered depth effect created using z-index and opacity variations, giving the impression of looking down into ocean depths. The coral reef section uses creative border-radius and box-shadow techniques to create organic shapes. Next, I'd love to add more interactive elements, perhaps fish that follow cursor movement or a day/night cycle that changes the ocean's appearance. The ocean holds endless inspiration for creative coding!  ( 3 min )

Weekly Challenge 325 Each week Mohammad S. Anwar sends out The Weekly Challenge, a chance for all of us to come up with solutions to two weekly tasks. My solutions are written in Python first, and then converted to Perl. It's a great way for us all to practice some coding. Challenge, My solutions You are given a binary array containing only 0 or/and 1. Write a script to find out the maximum consecutive 1 in the given array. This is pretty straight forward, so doesn't need much explanation. I have two variables. max_count stores the maximum ones found so far, while current_count is the current run of ones found. Both start with 0. I then have a loop that iterates through each input. If the value is 1, I increment the current_count value. If this is greater than the max_count value, I incr…  ( 5 min )

As a third-year student deeply passionate about computer science, I am often amazed by the captivating "real-time" nature of modern internet applications. Whether it's the split-second delivery of messages in instant messaging software, the seamless synchronization of multi-person editing in online collaborative documents, or the millisecond-level data refresh on financial trading platforms, these seemingly ordinary functions are all supported by powerful backend technologies. In my exploratory journey, the combination of asynchronous programming and high-performance frameworks has proven to be key to achieving this "pulse of real-time interaction." Recently, a web backend framework, with its outstanding asynchronous processing capabilities and deep optimization for real-time scenarios, ha…  ( 9 min )

My Architectural Choices and Practical Experience Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. As a computer science student nearing my se…  ( 9 min )

By Afaq Shahid Khan Ever built a modal, toast, or dropdown and hit weird issues with z-index, overflow: hidden, or elements being clipped unexpectedly? That’s where React Portals shine! ✨ Let’s break it down in plain English and see how and why you should start using portals today. Normally, React renders components within the parent DOM tree. But sometimes, you want to render something outside of that tree — like a modal that floats on top of everything. React Portals let you do exactly that: render components outside the main DOM hierarchy, but still keep them fully connected to React (state, events, etc.). ReactDOM.createPortal( I'm outside the main DOM tree! , document.body ); Yes — that div will be rendered as a direct child of , no matter where the component live…  ( 4 min )

Let’s talk math in Java! 🧠 Arithmetic operators help you perform basic mathematical operations. Read Blog: https://wp.me/paNbWh-68 Java #JavaMastery #Day10 #ArithmeticOperators #LearnJava #100DaysOfCode #CodeNewbie #JavaBasics  ( 3 min )

Probably like many others, I tried to avoid relational databases like Postgres, MySQL and MariaDB with Lambda as I've read many times that connection based services aren't a good fit for the potentially rapid scaling of Lambda. So ever since I am doing serverless, I try to use DynamoDB or ElastiCache Redis/Valkey as much as possible. At some point I really needed to use a relational database and I started playing with RDS Aurora. I created an instance, connected from Lambda and it worked just fine. However when I generated a bit more load it soon started locking up, all connections were in use and new ones couldn't be created. It would take a while for the database to become available again. The warning for combining Lambda with connection based services are not there without reasons. Then…  ( 5 min )

Hey everyone! What is Design Thinking? Design Thinking is a step-by-step process that helps us understand a problem, come up with ideas, and build a proper solution. Whether it’s a small app or a big product, this concept is useful for all types of work. The Steps I Follow: 1.Empathy First, I try to understand what people are feeling, thinking, saying, and doing related to the problem. Basically, I try to put myself in their shoes. This helps me understand their pain points and needs better. 2.Abstract This is about writing the problem statement clearly. It should be simple enough so that even the client can understand it easily. 3.Ideate After understanding the problem, I start thinking of different ideas that can be the solution. It’s all about being creative and exploring what can work. 4.Design Once I have the idea, I move on to designing the UI. This is where I use tools like Figma and try to make the design simple, clean, and user-friendly. 5.Testing Before finalizing, I do some basic testing — like checking if the design and idea are working as planned, or if it needs changes. 6.Prototype Finally, I create a demo model of the project — this is what we call a prototype. It helps me explain my project easily during presentations or client reviews. What I Usually Do For every semester project, I follow these steps. I even make a PowerPoint presentation for it — that helps me present everything clearly to my teachers or clients. It also keeps me organized. Final Words: Design Thinking is not just a college lesson — it's something I still use in every project. It helped me improve my creativity, problem-solving, and presentation skills.  ( 4 min )

There’s a peculiar frustration familiar to anyone who’s worked with spectroscopic techniques like EPR or NMR: the hunt for isotopic data. You need both the spin and natural abundance of every isotope for an element, but these critical numbers are scattered across PDFs, paper tables, or, even worse, different websites. It takes minutes to look them up! My programmer heart couldn’t bear such inefficiency. This profoundly inhuman struggle haunted me daily during my master’s thesis in Pharmaceutical Chemistry at the University of Bologna. Working with Prof. Lucarini’s group, we studied supramolecular compounds built from: An organic host with a stable radical An inorganic metallic guest The stable radical made these compounds perfect for EPR spectroscopy, but the metal guests often had multipl…  ( 5 min )

hello, I made a macOS app called Lynk – it tracks your currently active app/window in real time and broadcasts that over a WebSocket. 🔗 GitHub 🌐 Live demo here’s a fun challenge — if I get to 150 GitHub stars or 200 Reddit comments, I get to go to a private island 🏝️ (it’s part of a hackathon thing called Shipwrecked).  ( 3 min )

Junior Year Self-Study Notes: My Journey with the Framework Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. I came across the Hyperlane Rust …  ( 4 min )

Ever received a file from a client and thought: “Is this even readable?” So I built something better: This tutorial will walk you through how to build your own version of that. node preview.js data.xlsx ┌────────────┬─────────────┬────────────┐ alice@x.com │ 2023-09-01 │ bob@x.com │ 2023-10-12 │ It will support: CSV Excel (.xlsx) JSON And it’ll detect the type automatically — so you don’t need a flag. fs (built-in) path (built-in) csv-parser xlsx cli-table3 (for formatted console output) mkdir data-previewer npm install csv-parser xlsx cli-table3 Create file: preview.js const fs = require('fs'); const path = require('path'); const filePath = process.argv[2]; if (!filePath) { console.error(' Please provide a file path.'); process.exit(1); } const ext = path.extname(filePath).toLowerCa…  ( 4 min )

1. Introduction: The Comparison Trap Lately, I’ve started being active again on X (formerly Twitter), and in no time, I was flooded with stunning full-stack portfolios and next-level project showcases. And to be honest? I felt incredibly overwhelmed. It instantly reminded me of when I had just started learning web development — how even basic frontend designs made me question my skills. Then came another wave of self-doubt when I moved to full-stack development and saw what others were building. I recently tweeted about this feeling, and it made me reflect deeply. Now, almost a year into this journey, I’ve come to realize something important: I was trying to sprint in a marathon I hadn’t trained for. If only someone had told me this when I started — how much frustration, imposter syndrom…  ( 9 min )

When building high-throughput messaging systems with RabbitMQ, the choice of publishing strategy can dramatically impact both performance and reliability, especially when you rely on abstractions like Spring RabbitTemplate. This article is a follow-up to my previous article where async confirmations were not covered in detail. The foundation of reliable RabbitMQ publishing starts with publisher confirmations. Here's a practical example that demonstrates how to track individual message acknowledgments: rabbitTemplate.invoke ({ channel -> chunk.forEach { message -> channel.convertAndSend( RabbitMQConfig.EXCHANGE_NAME, RabbitMQConfig.ROUTING_KEY, message ) } channel.waitForConfirmsOrDie(10_000) }, { deliveryTag, multiple ->…  ( 6 min )

Hey again, Angular devs! 👋 In Part 1, we explored the new @if, @else if, and @else blocks in Angular 20’s control flow syntax. loops with the powerful and expressive @for block. @for? The @for block in Angular 20 allows you to render a block of content repeatedly for each item in a collection — essentially replacing the traditional *ngFor. @for (item of collection; track uniqueKey) { {{ item}} There are no items. } You can optionally include an @empty section immediately after the @for block content. The content of the @empty block displays when there are no items. @for Here's a simple example demonstrating the use of @if and @for to render a list of countries in the template. As shown in the code below, a country API is triggered, and t…  ( 5 min )

Xole AI Image Generator is a powerful and user-friendly platform that transforms your ideas into stunning visuals using advanced artificial intelligence. Whether you're looking to create artistic pet portraits, professional product photography, stylized character designs, or fantasy-inspired AI avatars, Xole AI makes it effortless—no design skills required. Simply upload an image, and let our intelligent engine generate high-quality, custom images in seconds. What sets Xole AI apart is its versatility and simplicity. From Ghibli-style character illustrations to hyper-realistic pet photos and dynamic action figure renditions, the platform offers a wide range of visual styles tailored for social media, e-commerce, digital art, and personal use. Our powerful backend supports high-resolution output, fast generation speeds, and consistent artistic quality, making Xole AI an ideal choice for creatives, marketers, and everyday users alike. With no complex editing tools or learning curve, Xole AI opens up endless creative possibilities. Whether you're designing content for your business or creating a unique image for fun, Xole AI makes visual storytelling accessible and engaging. Join thousands of users who trust Xole AI to bring their imagination to life—instantly and beautifully.  ( 3 min )

Sometimes , It is really confusing on where to begin with Linux and its commands in general. Today I am going to share how I begin my journey . The simplest command you can start from is by using man command where **man** refers to manual . This command can show the definitions , types or switches of other commands , files etc. eg: man man , man ls The next command that will help you with your everyday activity will be the **pwd** command. This command shows you the current working directory or where you are working in the terminal. eg: pwd This command is one of the easiest yet satisfying command . i.e **ls** , It will show all the files that is the directory or folder you are currently in. eg:ls ls -a= allows you to see hidden files in the directory. ls -l= shows the files i…  ( 4 min )

As a third-year computer science student, code has, for me, long evolved from a sterile set of instructions into a language rich with logical beauty and creative delight. I've navigated the intricacies of algorithms and immersed myself in the complexities of engineering. Through countless late nights and debugging sessions, I've come to deeply appreciate how crucial an "understanding" development framework is for a developer. It not only significantly enhances our work efficiency but also allows us to experience a seamless, flowing satisfaction in the coding process. Recently, I had the good fortune to encounter such a framework. Its distinctive design philosophy and profound grasp of the developer's mental model made me feel as if I had discovered the "poetry and horizon" within the realm…  ( 9 min )

Achieving Pixel-Perfect Image to HTML Conversion Understanding Pixel Perfection in Web Development Okay, so what does "pixel-perfect" really mean? It's about getting your HTML/CSS to look as close as humanly possible to the original design. We're talking about matching measurements and spacing down to the single pixel. It's the kind of thing that can drive front-end developers nuts, even after years of experience. Designers trust us to bring their vision to life, and nobody wants to mess that up. But is it even possible? Challenges in Manual Image to HTML Conversion Turning an image into HTML by hand? It's tougher than it looks. You've got to think about a bunch of stuff: Different browsers render things slightly differently. What looks perfect in Chrome might be a bit off in Firefox. Scre…  ( 5 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

Set is a built-in data type that represents an unordered collection of unique elements. Sets are mutable, means you can add or remove elements after they are created. In here unordered collection meaning it doesn't maintain any order. For example: As you can see I have given different order and the output is in different order. No duplicate value, if we have duplicate in set it will remove it from output. Updated with list And we can also add list and set to update main set. You see '6' is not present in here so remove() showing key error. But if you use discard() function. It took only those value which both set have. As you see it only give output for my_set1 only and only those elements which not present in my_set2. It is opposite of difference, it return those value which are not present in both the set.  ( 4 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

This is a submission for the Runner H "AI Agent Prompting" Challenge I built Global TrendSpark, an AI-powered pipeline that automates viral content creation. It uses Runner H to scrape global trends, draft SEO-optimized articles, schedule social media posts, send newsletters, and track everything in a Google Sheet—all with one prompt. This solves the problem of time-consuming content creation, helping creators stay ahead of trends effortlessly. Here’s Global TrendSpark in action: On June 15, 2025, at 3:12 PM IST, it sent this newsletter with trending topics: And logged the posts in a Google Sheet: Watch the workflow in action: How I Used Runner H I leveraged Runner H’s web scraping, template filling, and multi-platform integration to automate the entire content pipeline: T…  ( 4 min )

My Experience with Hyperlane Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. ctx: A Thoughtfully Designed Abstraction My initial foray into…  ( 6 min )

Introduction Git hooks are powerful scripts that run automatically before or after specific Git events, such as commits, pushes, or merges. They help enforce code quality, run tests, and prevent common mistakes before changes are committed or pushed to a repository. Two of the most useful Git hooks are: pre-commit – Runs before a commit is finalized. pre-push – Runs before changes are pushed to a remote repository. By automating checks like linting, testing, and formatting, Git hooks ensure that only clean, well-tested code makes it into your repository. Git hooks are stored in the .git/hooks directory of your repository. By default, Git provides sample hooks, but you can replace them with custom scripts. Navigate to your Git repository and check the .git/hooks directory: cd…  ( 7 min )

When we think of love, the mind typically conjures images of shared laughter, comforting embraces, and intimate whispers – hallmarks of human connection. But what happens when those affections shift, extending beyond the realm of flesh and blood into the world of algorithms and synthetic voices? Today, we stand at the precipice of a fascinating, and unsettling, frontier: a burgeoning landscape where human hearts are increasingly drawn to artificial intelligences. This isn’t entirely new territory. The emotional investment in 1990s digital pets like Tamagotchis, or the confessional dynamic with early chatbots like ELIZA, hinted at a nascent capacity for forming bonds with machines. But those early sparks have ignited into a perceptible blaze—a paradigm shift where AI isn't merely a tool, bu…  ( 7 min )

Junior Year Self-Study Notes: My Journey with the Framework Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. I came across the Hyperlane Rust …  ( 4 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

This week was a rollercoaster from fine-tuning user experience to modernizing an entire codebase for localization. Here’s what went down: Started off with some subtle yet powerful changes to the update profile feature: Improved UX Faster suggestions Cleaner and more intuitive interface It’s always amazing how a few thoughtful tweaks can enhance the overall user journey. Next up: Multi-language support Turns out it only translated user static strings. One conversation with Hardik later, I realized what I actually needed to do — modernize the entire codebase for true localization. And so began the mission: Went file by file, line by line, transforming static text into translatable resources Every page I touched started speaking a new language — it was oddly satisfying Faced multiple hiccups — including spending 45 minutes debugging a missing comma in an .arb file (yes, just a comma 🫠) Eventually, the transformation was complete: From static strings to notifications, from error messages to button labels everything now speaks your chosen language! Just out of curiosity, I ran flutter test — now my new hobby. Boom 💥 — 40 test cases failed! Why? Because even the test files needed localization updates. As I was exploring translations, I checked out Crowdin, a localization management platform already set up by Aboo. Crowdin is a super helpful tool that simplifies collaboration between developers and translators. It keeps all translations organized, syncs with the codebase, and makes the whole process scalable. Localization isn't just about translating text — it's about restructuring your codebase to support diverse experiences Always double-check your .arb commas. Always. Test failures aren’t always a bad thing — they show you how far you've come Week 2 isn't over yet, and I’m already looking forward to what's next! If you've worked on localization or used Crowdin in your projects — I’d love to hear your thoughts or tips. 👇  ( 4 min )

Built with Flutter | Android & Windows Supported Hey everyone! I’m excited to share my first ever Flutter app, the Admin Management System (AMS) a fully offline password manager focused on privacy, security, and cross-platform convenience. Key Features: All data is stored locally (no cloud, no internet needed) QR code scanning for credentials & Wi-Fi Built-in TOTP 2FA generator (like Google Authenticator) System Monitor (Windows-only): CPU, RAM, GPU, ping, Wi-Fi LAN Sync (Mobile ↔ Mobile / Desktop ↔ Mobile) using AES-256 & TOTP pairing Cross-platform: Works on Android and Windows. Linux/macOS coming soon! Solo dev project built between May 12 – June 12, 2025 I’d love your feedback or suggestions! bonfirebase69@gmail.com https://bonfire69.itch.io/admin-management-system  ( 3 min )

As a third-year student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "modern" web development. Today, as an explorer, combining my "ten-year veteran editor's" pickiness wit…  ( 10 min )

Mastering SQL Injection: A Deep Dive Guide for Beginners & Pros Note: This guide assumes you have a safe, legal testing environment (e.g., DVWA, OWASP Juice Shop, local VMs). Never test against unauthorized targets. SQL Injection (SQLi) is a web security vulnerability that arises when applications incorporate untrusted user input directly into SQL queries. By injecting specially crafted strings—containing SQL syntax—attackers can intercept or alter query logic, enabling them to bypass authentication, extract sensitive data, modify or delete records, and even execute administrative operations on the database server. In a typical injection flow, user-supplied values from form fields, URL parameters, or headers are concatenated into a query string. For example: SELECT * FROM products WHERE i…  ( 9 min )

As a developer, I love building things — but what I hate is wasting time on micro-tasks that break my flow. One of those annoying little things? ✅ Converting text from camelCase to snake_case Sure, it sounds small… but when you're doing this 10+ times a day, it adds up — and kills momentum. So I decided to build a lightweight, ad-free, mobile-friendly toolset to help myself out. 👉 Case Converter — No popups. No distractions. Just tools that work instantly.  ( 3 min )

The Problem: LLM Latency is Killing Your User Experience Picture this: Your user clicks "Generate Report" in your AI-powered app. They wait. And wait. And wait some more. 10 seconds later (which feels like an eternity in user time), a complete response finally appears. By then, they've probably already started questioning whether your app is broken. This is the reality of working with Large Language Models (LLMs). Whether you're using OpenAI's GPT, Google's Gemini, or any other LLM API, response times typically range from 5-15 seconds for complex queries. In today's instant-gratification world, that's simply too slow. Here's where streaming comes to the rescue. Instead of waiting for the complete response, streaming allows you to show partial results as they're generated. This creates a …  ( 9 min )

Junior Year Self-Study Notes: My Journey with the Framework Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. I came across the Hyperlane Rust …  ( 4 min )

I really thought this was solid established, but the other day there was a bit of a discussion at work about React, and I was shocked. This isn’t subjective. The difference is rock-solid 🤘🗿 Library: a collection of functions... ok, no. loathe book definitions. Nobody, ever, has truly learned something from reading a book-definition. (besides, defining something has this vibe: 🤓) Let’s go real with this one The key is who is executing the code. If your code is executing the thing; you're using a library If your code is being called by something else... something that expects it to be in a specific place, with a specific convention, then you’re using a framework. Frameworks use your code as input. It’s code that is picked up and executed by the framework, following conventions like: A…  ( 4 min )

p5.js is a friendly tool for learning to code and make art. And in this post we'll guide you through the steps for building your own interactive solar system simulation using ChatGPT. Before writing your prompt, you want to decide: Which planets will you include? (e.g. Sun, Earth, Mars, Venus, Moon) What are their colors, sizes, and orbits? Do you want extra effects like stars or trails? For this sketch, we decided to go with the following prompt: write a p5.sketch showing the sun in the middle and the earth orbiting the sun in a circular path. Use the sample code below that generates a rotating earth sphere with points: let angle = 0; let points = []; function setup() { createCanvas(400, 400); colorMode(HSL); strokeWeight(2); // Generate points on sphere using lat/lon let detail…  ( 4 min )

Introduction In this guide, you'll learn how to build a Model Context Protocol (MCP) Server and Client in C# that integrates with Ollama (To install Ollama, you can refer to this article) as the backend LLM. The MCP Client will dynamically invoke tools from the MCP Server, enabling seamless interaction with local file content and AI-powered responses. By the end, you'll have a fully functional system that: Runs an MCP Server exposing tools like reading file content. Uses an MCP Client to interact with the server via Semantic Kernel. Leverages Ollama to process user queries and dynamically invoke MCP tools. MCP Server: MCP Client: 1.1 Create the Server Project mkdir McpServer cd McpServer dotnet new console Install the required NuGet packages: dotnet add package ModelContextProtocol --pr…  ( 5 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

Hello DEV community. I'm new here!  ( 2 min )

The CarouselView in .NET MAUI is a powerful control for building swipeable collections, perfect for galleries, tutorials, or sliders. But what if you want zoomable content—like images—inside each Carousel item? This post walks you through combining CarouselView with a custom PinchToZoomContainer, enabling pinch-to-zoom and pan interactions inside carousel slides without breaking swipe navigation. The Challenge Swiping to the next item vs. panning the zoomed content Double-tap or pinch interfering with CarouselView's native swipe If not handled carefully, users will either fail to zoom, or accidentally change slides while zooming. Our goal: smooth gestures without compromise. The Building Block: PinchToZoomContainer We use a custom ContentView (PinchToZoomContainer) that: Handles pinch-to-…  ( 4 min )

Building beautiful, fast websites is only half the battle. If no one can find your site, what’s the point? Even the best developers often overlook key SEO principles that could dramatically boost visibility. Here are the top 10 technical SEO mistakes developers make — and how to fix them. 1. Missing Meta Titles and Descriptions and tags for indexing. 2. Not Using Semantic HTML everywhere ruins structure. SEO bots prefer: , , , , , 3. No Image Alt Text 4. Unoptimized Heading Hierarchy (H1 → H6) 5. No XML Sitemap 6. Robots.txt Blocking Critical Paths 7. Not Enabling HTTPS or Causing Mixed Content 8. Poor Page Speed / Core Web Vitals 9. JavaScript-Heavy Sites Without SSR 10. No Schema Markup 💼 Pro Tip from MeraBhai At MeraBhai, we combine high-performing code with search engine expertise to create SEO-ready websites. Whether it's WordPress, Shopify, or custom builds, our focus is on growth and visibility. Explore our Website Development Services or SEO Solutions to rank higher, faster. Bonus: Audit Tools We Recommend Google Search Console Lighthouse Ahrefs Webmaster Tools Want more dev+SEO tips? Follow us or drop your biggest SEO miss in the comments! 🔍  ( 4 min )

What it does: Replaces simple if…else assignments. // Instead of: let status; if (age >= 18) { status = 'adult'; } else { status = 'minor'; } // Use: const status = age >= 18 ? 'adult' : 'minor'; ` Why you care: Keeps conditional logic in-line, reducing lines and making assignments more concise. What it does: Assigns defaults right in your function signature. js Hello, ${name}); Hello, ${name}); Why: Eliminates boilerplate inside your function body; defaults apply only when the argument is undefined. What it does: Provides shorter syntax and lexical this. js Why: Fewer characters, and arrow functions inherit this from the enclosing scope, avoiding common binding pitfalls. What it does: Extracts properties into local variables. js Why: Makes property extraction declarative and redu…  ( 10 min )

My Architectural Choices and Practical Experience Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. As a computer science student nearing my se…  ( 9 min )

We have started work on creating a prototype of a universal Python MATLAB/GNU Octave bridge/engine in order to help us transition our toolboxes from MATLAB to Python (due to the Mathworks moving to Javascript/Web). The goal of this project is to: Programmatically control and pass data between Python and/or MATLAB/GNU Octave Support (almost) any version of MATLAB and GNU Octave (with a single Python version) Cross-platform support (Windows, Linux, MacOS) Single codebase The project is open sourced under AGPLv3 license and available from here if anyone is interested (Issue reports and pull requests are welcome): https://github.com/precise-simulation/python-matlab-octave-engine  ( 3 min )

Hey everyone! This week, my main task was to migrate the Header UI to match the finalized Figma design. Along with this, I also: ✅ Added RTL (Right-to-Left) support to ensure better accessibility and internationalization ✅ Migrated the Header and Notification partial into a ViewComponent The changes were quite extensive, the PR reached over 500+ lines of code. Following a discussion with my mentor, I’m now working on splitting it into smaller, more manageable PRs, which will make the review process smoother and faster. In addition to the header work, I also: ✅ Migrated the Project Card to a ViewComponent ✅ Migrated the User Card to a ViewComponent These migrations are part of the broader effort to make the codebase more modular, testable, and maintainable using ViewComponent architecture. While working on the search functionality, I discovered that project search can be filtered by tags using the URL pattern /projects/tags/:tag. This insight could be helpful as we finalize the filtering UX in the upcoming search improvements. That's a wrap for Week 2! I'm enjoying the process of learning, refining, and pushing changes that move the project forward. Thanks to my mentors for their guidance and feedback.  ( 3 min )

AWS Roles What They are set of permissions that are attached to the AWS Resource. You can attach multiple roles to a single AWS resource. Normal way to give permissions to AWS resources is to create IAM user and attach policies to it, But this also exposes our credentials also. So we create a IAM role and attach policies to it. Consider role as clothes and resources as user. Create IAM Role Attach policies to the role Attach the role to a any AWS Resources. For Examples: You want that your EC2 instance is able to access your S3 bucket. S3-Ec2Access AmazonS3FullAccess to the role. security. Same way you can create IAM Roles for other AWS resources. Some usecases are An Elastic IP is an static public IPv4 address(32-bit number), that we can attach to an EC2 instance, it helps maintain a consitent IP Address even if our EC2 instance restarts or changes. When we create an EC2 instance, we get a dynmaic IP Address that will change if we stop&start the instance. Elastic IP is attached to the EC2 instance. It is free until it is attached to some EC2 instance. If you are using a Load Balancer Service then you don't need to attach Elastic IP to the EC2 instance, cuz LoadBalancer manages IP Internally.  ( 4 min )

In a world where visuals dominate, a strong graphic design can define your brand’s success. With 65% of people being visual learners, the right design isn’t just an asset—it’s a necessity. From logos that stick in minds to marketing materials that spark engagement, quality design bridges the gap between your business and your audience. But navigating this creative landscape can be challenging, especially with limited time or resources. The Impact of Thoughtful Design A well-crafted logo or a cohesive set of branding materials can boost recognition and trust. Imagine a startup gaining traction with a unique emblem or an established company refreshing its image with modern graphics. The difference lies in leveraging expertise and tools that align with current trends, ensuring your brand resonates with today’s audiences. Insights from the Design World Many businesses turn to skilled designers who use tools like Adobe Illustrator and Photoshop to create scalable, trend-savvy designs. The process often involves collaboration, iteration, and a deep understanding of client goals—elements that can transform a simple idea into a powerful visual story. Companies worldwide are seeing the value, with many citing improved customer engagement after a design overhaul. Exploring Your Options If you’re curious about how to elevate your brand’s visual presence, there’s a wealth of inspiration and expertise out there. One resource worth checking out is a service page that dives into the art of graphic design, offering insights into creating impactful logos, digital assets, and print materials. You can explore this to see how professional approaches can inspire your next project. In a competitive market, investing in design is investing in your future. Take the first step by exploring resources and ideas that can spark your creative journey—your brand deserves it!  ( 4 min )

Javascript is evolving rapidly and so are the interview questions from companies. Whether you are a beginner aspiring to break into the industry and land your first job, or an expert who wants to refresh your memory on the essentials, this guide is here to help walk you through the top 10 most asked JavaScript questions in career interviews this year (2025) with concise explanations and code samples. In this detailed guide, you'll find not only the most commonly asked JavaScript interview questions in 2025 but also clear, beginner-friendly explanations with real code examples. This post is tailored to help you stand out in technical interviews and understand the core JavaScript concepts that top companies are evaluating in 2025. Let’s dive in 👇 1. What is the difference between var, let, …  ( 7 min )

When we think about computers and technology in general we often focus on the technical aspects. However, there are a lot of other fascinating facts that are often overlooked or that most people are not aware of. Some of these details might help us get a better understanding of the systems that we use every day. Here are some of the most surprising ones: In 1971, the “Creeper virus” was created by Bob Thomas who was a researcher at BBN Technologies. All it did was display the message, “I’M THE CREEPER: CATCH ME IF YOU CAN”. Although considered a virus, it was simply self-replicating and not malicious. Also, the fact that it replicated across networked devices makes it more of a worm. To tackle this, the first antivirus known as “Reaper” was created. Creeper and Reaper ran on ARPANET (a pr…  ( 4 min )

My Journey Exploring Efficient Web Development Frameworks Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. Peak Performance: Understated Power…  ( 6 min )

You might be scared of some recent articles and posts stating that on June 28, 2025 the European Accessibility Act aka EAA shall be applicable to all websites and software. This is simply not true. Read the article in matter for yourself Article 2 Scope The true scope of the EAA The EAA is a directive. This means there are no direct effect on EU citizens and businesses. EU member states shall adopt and publish the laws, regulations and administrative provisions necessary to comply with this Directive. How EAA affects IT a) consumer general purpose computer hardware systems and operating systems for those hardware systems; b) the following self-service terminals: i) payment terminals; ii) the following self-service terminals dedicated to the provision of services covered by this Directive…  ( 4 min )

Elevate Your Project Management Game: 10 Essential Tips Are you ready to transform your project management skills and drive your projects to success? This blog post outlines ten powerful project management tips designed to help you navigate the complexities of project execution. Whether you're an experienced project manager or just starting out, these practical strategies will enhance your workflow, boost team performance, and ensure your projects are delivered on time and within budget. Define Clear Project Scope and Objectives: Establishing precise goals from the start minimizes misunderstandings and sets a solid foundation for project planning. Utilizing tools like Work Breakdown Structures (WBS) can enhance clarity. Implement Effective Communication Strategies: Open and transparent…  ( 4 min )

This is a submission for Frontend Challenge - June Celebrations, Perfect Landing: June Celebrations To all the amazing fathers out there (including mine 😁)—the unsung heroes who work tirelessly, love unconditionally, and guide us through life's journey. Happy Father's Day! Your strength, wisdom, and endless support make the world a better place. Today and every day, we celebrate you. ❤️ I created DadHub, a modern and interactive landing page dedicated to celebrating Father's Day. The project focuses on creating an engaging user experience through beautiful animations, interactive elements, and thoughtful content organization. The landing page features: A dynamic hero section with smooth animations An informative "About Father's Day" section Interactive gift suggestions with a modern ca…  ( 4 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

In a world driven by instant data, waiting for distant servers is no longer fast enough. Edge computing is a modern approach where data is processed closer to its source, rather than being sent to a distant cloud server. Instead of depending solely on centralized data centers, edge devices like sensors, gateways, or local servers handle tasks locally — leading to faster, smarter, and more secure systems. In our increasingly connected world — with IoT, smart devices, autonomous vehicles, and real-time systems — traditional cloud models often fall short due to latency, bandwidth, or privacy concerns. Edge computing solves these issues by: Reducing latency 🕒 (faster responses) Saving bandwidth and cloud costs Increasing data privacy and security Supporting real-time decision-making …  ( 4 min )

As a junior pursuing a degree in Computer Science and Technology, my programming endeavors often felt like an interminable cycle of "waiting." I'd wait for compilations to finish, for tests to run, and particularly when dealing with network requests and high concurrency in my course projects, the sluggish responses would make me question everything. My roommates shared these frustrations, often wondering aloud why our seemingly simple projects were so slow to respond. Then, I stumbled upon a framework, a piece of what felt like "black technology," that completely reshaped my understanding of web backend development. For the very first time, my code felt like it had wings. In this "adventure log," I aim to share my experiences as an ordinary junior, detailing my learning process and practic…  ( 7 min )

Hey devs and designers — Picking colors is hard. We get it. ✅ No more wasting hours choosing matching colors ✅ Instantly generate harmonious palettes ✅ Tailored suggestions for UI design, branding, or inspiration ✅ One click — your color struggle is over Let suggest stunning combinations while you stay focused on shipping features. We know subscriptions aren’t for everyone. That’s why in addition to our $2/month plan, Do the math: $2/month x 60 months = $120 Lifetime = $70 👉 You save $50 compared to 5 years of subscription. Pay once. Own it forever. No recurring charges. No stress. To celebrate v2.0.0, we're giving away a 3-month free trial to the first 100,000 users. Use promo code: PALETTEBOXFREE3MONTH Hurry before it's gone. 🚀 🔎 Extract colors from any website instantly 🎨 Auto-generate beautiful color combos 🔐 Save + share presets via encrypted codes 📄 Export as JSON (dev-friendly!) 🌗 Dark mode & multi-language (KR/EN/JP/ES) 💻 Built for frontend devs, designers, and indie hackers 👉 🔗 Install Palette Box Now (Chrome Web Store) If you're tired of wasting time on color selection — Let the code handle your colors. You handle your product.  ( 3 min )

Why Most Personal Growth Plans Fail (And What Works Instead) Ever found dusty journals or forgotten goal lists tucked away in drawers? If so, you’re not alone. Many of us have faced the frustration of setting ambitious personal growth plans that ultimately fall flat. This insightful blog post explores the reasons behind these failures and offers actionable strategies for creating a growth plan that truly sticks. Many personal growth plans are built on an idealized version of ourselves—think of that perfect person who wakes up at 5 AM for meditation. However, ignoring your current reality can lead to disappointment and failure. Instead, start with achievable goals, like a brief moment of mindfulness each morning, to build momentum and shift your self-image positively. Quick fixes may seem…  ( 4 min )

Redux Toolkit + React Query: A Battle-Tested Guide for Enterprise Next.js Apps in 2025 Picture this: It's 3 AM, and you're debugging a production issue. Your enterprise React app is throwing errors because someone updated the user profile while another component was still using stale data. The sales team is breathing down your neck because the dashboard is showing last week's numbers. Sound familiar? (This happened in my past job) If you've ever wrestled with state management in a large-scale application, you know the pain I'm talking about. After years of building (and rebuilding) enterprise applications, I've found that the combination of Redux Toolkit and React Query isn't just a nice to have; it's become my secret weapon for maintaining sanity in complex projects. I learned this the …  ( 17 min )

In this blog, I’ll walk you through a simple yet effective C++ program that uses classes and objects to manage student scores and determine how many students scored more than the first student. Let’s break it down together! 🧩 We have a group of students. Each student gives five test scores. We want to calculate how many students scored more than the first student. Simple, right? Now let's dive into how this is achieved using classes in C++. class Student { private: int scores[5]; // Each student has 5 scores public: void input(); int calculateTotalScore(); }; We define a class Student to encapsulate the scores and operations. scores[5] is a fixed-size array holding 5 test scores. input() allows entering the scores. calculateTotalScore() adds up the scores. void Student::inpu…  ( 5 min )

The AI Revolution 2025: Breakthroughs, Ethics, and Future Visions AI is revolutionizing every aspect of our lives, from healthcare to transportation and beyond. This comprehensive guide explores the current state and future potential of artificial intelligence. In 2025, artificial intelligence has evolved from a promising technology to a fundamental driver of innovation across all sectors. This article provides an in-depth analysis of the current AI landscape, emerging trends, and what the future holds for this transformative technology. We'll explore real-world applications, technical breakthroughs, and the societal implications of these rapid advancements. Artificial Intelligence has transitioned from science fiction to an integral part of our daily lives at an unprecedented pace. As …  ( 8 min )

Customer journeys aren’t broken — but they’re often fragmented, manual, and painfully slow. In most businesses, moving a prospect from discovery to conversion to retention is a patchwork of disconnected steps. A lead comes in through a form, someone updates a sheet, a marketer sends a follow-up, a sales rep calls a week later, and support takes over with no context. It works until it doesn’t. We don’t need more tools. We need smarter systems. And that’s where workflow-driven thinking, powered by AI, changes the game. Let’s unpack what it looks like to design customer journeys as dynamic, automated workflows — and how AI can drive the engine once you get the structure right. Traditionally, customer journeys were planned on whiteboards and slide decks. Marketing teams mapped stages: awarene…  ( 6 min )

As a third-year computer science student, my curiosity constantly pushes me to explore new technologies. Through numerous coding and deployment experiences, I've come to appreciate that beyond performance and elegant design, security and reliability are paramount for any software system. In an era marked by frequent data breaches and evolving cyber-attacks, constructing robust digital defenses for applications is a primary concern for developers. Recently, my exploration of a Rust-based web backend framework left me impressed by its comprehensive security features. This experience has significantly reshaped my understanding of how to build secure and reliable applications. The Critical Importance of Security in the Digital Age Modern web applications manage vast quantities of sensitive dat…  ( 6 min )

The AI Revolution 2025: Breakthroughs, Ethics, and the Road Ahead AI is revolutionizing every aspect of our lives, from healthcare to transportation and beyond. This comprehensive guide explores the current state and future potential of artificial intelligence. In 2025, artificial intelligence has evolved from a promising technology to a fundamental driver of innovation across all sectors. This article provides an in-depth analysis of the current AI landscape, emerging trends, and what the future holds for this transformative technology. We'll explore real-world applications, technical breakthroughs, and the societal implications of these rapid advancements. Artificial Intelligence has transitioned from science fiction to an integral part of our daily lives at an unprecedented pace. As …  ( 8 min )

Deadlocks are a notorious problem in concurrent programming, occurring when two or more threads hold resources (such as locks) and wait indefinitely for each other to release them, resulting in a standstill. In multithreaded applications, managing locks effectively is crucial to prevent such scenarios. While modern languages like C++ offer mechanisms like Resource Acquisition Is Initialization (RAII) to automate lock management and reduce the likelihood of deadlocks, C, being a lower-level language, lacks such built-in abstractions. Developers working on C code bases must manually handle lock acquisition and release, making the risk of deadlocks significantly higher if proper discipline is not enforced. One of the most effective strategies to prevent deadlocks in concurrent systems is lock…  ( 13 min )

If you've read my ShellGPT episodes (1, 2, and 3), you already know this isn't hype — it's hands-on. And today, for Sysadmin Sunday, I'm doing something different. No long story, no theory. Just 10 powerful ShellGPT prompts I’ve personally used as a Linux sysadmin — tested in real-world servers, not lab fantasy. Let’s dive straight in. "Check CPU, RAM, disk usage, and top processes in a single-line command." sgpt "Provide a Bash one-liner to display CPU load, memory usage, disk usage, and top 5 processes." "Scan and summarize the last 100 lines of a syslog or journalctl output." sgpt "Summarize the last 100 lines of /var/log/syslog to identify any warnings or errors." "Find all users with sudo access and show last login details." sgpt "A service is failing with exit code 1. Analyze the o…  ( 4 min )

As a third-year student deeply passionate about computer science, I am often amazed by the captivating "real-time" nature of modern internet applications. Whether it's the split-second delivery of messages in instant messaging software, the seamless synchronization of multi-person editing in online collaborative documents, or the millisecond-level data refresh on financial trading platforms, these seemingly ordinary functions are all supported by powerful backend technologies. In my exploratory journey, the combination of asynchronous programming and high-performance frameworks has proven to be key to achieving this "pulse of real-time interaction." Recently, a web backend framework, with its outstanding asynchronous processing capabilities and deep optimization for real-time scenarios, ha…  ( 9 min )

The Double Equals vs Triple Equals Showdown: What's the Real Difference? Imagine this. You're coding a simple condition in JavaScript — maybe a login screen, maybe checking user input. You write something like: if (value == "42") { // do something magical } All seems good. But then someone comes along and says, "Use triple equals (===), not double!" Wait. What? Why? What even is the difference? It’s a tiny little character — just one more = — but it changes everything. And today, we’re going to break this down in a way you’ll never forget. Buckle up. == vs === Both == and === are comparison operators in JavaScript. They’re used to check equality — whether two values are the same. But here’s the twist: == is loose equality === is strict equality Sounds simple, right? But the con…  ( 5 min )

The AI Revolution: Exploring 2025's Breakthroughs and Future Possibilities [Updated with Fresh Visuals] AI is transforming our world in ways we're only beginning to understand Artificial Intelligence has transitioned from science fiction to an integral part of our daily lives at an unprecedented pace. As we stand in 2025, AI's capabilities continue to expand, reshaping industries and redefining what's possible. This blog explores the latest advancements in AI and peers into its promising future. Generative AI is creating content that's increasingly indistinguishable from human-created work Large Language Models (LLMs): Models like GPT-4.5 and Claude 3.5 have achieved near-human text generation and comprehension Visual representation of neural network processing language Multimodal A…  ( 5 min )

As a junior pursuing a degree in Computer Science and Technology, my programming endeavors often felt like an interminable cycle of "waiting." I'd wait for compilations to finish, for tests to run, and particularly when dealing with network requests and high concurrency in my course projects, the sluggish responses would make me question everything. My roommates shared these frustrations, often wondering aloud why our seemingly simple projects were so slow to respond. Then, I stumbled upon a framework, a piece of what felt like "black technology," that completely reshaped my understanding of web backend development. For the very first time, my code felt like it had wings. In this "adventure log," I aim to share my experiences as an ordinary junior, detailing my learning process and practic…  ( 7 min )

The page development tutorial for the Cangjie Language Mall application is coming to an end. Today, we are going to share the Settings page: The navigation bar is still in the old style. I have introduced it many times before, so I won't repeat it today. The content of this page mainly introduces the usage of the List container. It can be seen that the list content is divided into three groups, so we need to use ListItemGroup. However, the first group has no title, so we can directly use ListItem. The layout is very simple. The specific code is as follows: ListItem{ The following two groups of content both have titles. For the implementation plan, I suggest using the head of the List container. The method is to first define the header component and then reference it in the ListItemGroup. The specific code is as follows: @builder func itemHead(text:String) { ListItemGroup(ListItemGroupParams(header:{=>bind(this.itemHead,this)('账号设置')})){ The remaining content is the content part of the following two groups. It can be seen that they are almost the same. Therefore, we can customize components to save code. Let's introduce the relevant content of custom components again. First, create a new file, define the style and the required parameters. Taking the content of this article as an example, the specific code is as follows: @Component @prop var title:String @prop var icon:CJResource @prop var subTitle : String } } ListItem{ Finally, the content in the group has a divider. Both List and ListItemGroup provide the divider attribute divider. Here, we only need to use ListItemGroup. It should be noted that the width of the divider should not be set to a value less than 1, otherwise some parts may not be displayed. .divider(strokeWidth: 1.vp, color: Color(216, 216, 216), startMargin: 10.vp, endMargin: 0.vp) That's all for today's content. Thank you for reading.  ( 4 min )

Mentoring other developers is not just about helping them grow - it's a transformative, two-way relationship that reinforces your own technical knowledge, improves communication skills, and builds confidence while creating reciprocal benefits through expanded networks, renewed passion, and accelerated career advancement for both parties, ultimately fostering a culture of continuous improvement that strengthens organizations and the broader tech community. Mentorship isn't just a one-way street where the wise mentor imparts knowledge to the eager mentee. It's actually a two-way partnership that benefits everyone involved - think of it more like a collaborative dance than a lecture. At its heart, mentorship is "a dynamic and mutually beneficial partnership between a mentor and a mentee" buil…  ( 9 min )

Hey everyone! 👋 I'm Prashant, a final-year Computer Science student aiming to build solid projects and strengthen my logic through DSA. 🔧 What I'm Currently Working On: Streamji — a simple and clean video streaming app built with the MERN stack. It's still in progress, but I wanted to share what I've built so far! 👉 https://streamji.netlify.app/ 💻 My LeetCode Journey: 👉 My LeetCode Profile 🌱 Why I'm on Dev.to: Let’s connect and grow together! 😊 Feel free to drop your profiles or say hi in the comments 👇 firstpost #leetcode #webdev #mern #100DaysOfCode #devcommunity  ( 3 min )

Success as a software developer doesn’t come by luck or chance. It’s built through years of hard work, continuous learning, and developing good habits. In today’s fast-moving tech world, developers need to keep learning and adapting to stay on top of the latest trends. In this article, I’ll share 7 habits that will help you become a more effective and successful software developer. Just like in school, having a clear schedule helps you organize your day. Plan when and how long you’ll work or learn new skills. This keeps you focused and helps you avoid wasting time. Everyone makes mistakes, and that’s okay. What matters is that you learn from them. When something goes wrong, take a moment to understand why and how you can improve next time. Set aside time daily to practice coding or learning. Consistency helps you make steady progress and spot areas where you need to improve. Having an experienced mentor can be a game-changer. They can guide you, offer advice, and share their insights to help you grow faster and tackle challenges better. The best way to learn is by doing. Choose projects that match your skill level and gradually take on harder ones. Real-world experience will sharpen your skills. There are countless programming languages and tools out there, but don’t spread yourself too thin. Master one area first, then move on to the next. This helps you become a specialist and stand out. Tech changes fast! Read articles, watch webinars, attend conferences, and follow industry experts on social media. Staying current will keep your skills relevant. Building good habits is the key to improving yourself as a developer. By following these 7 habits, you will not only enhance your skills but also gain confidence and stand out in the tech world. Start today and watch your developer journey transform!  ( 4 min )

As a third-year computer science student, code has, for me, long evolved from a sterile set of instructions into a language rich with logical beauty and creative delight. I've navigated the intricacies of algorithms and immersed myself in the complexities of engineering. Through countless late nights and debugging sessions, I've come to deeply appreciate how crucial an "understanding" development framework is for a developer. It not only significantly enhances our work efficiency but also allows us to experience a seamless, flowing satisfaction in the coding process. Recently, I had the good fortune to encounter such a framework. Its distinctive design philosophy and profound grasp of the developer's mental model made me feel as if I had discovered the "poetry and horizon" within the realm…  ( 9 min )

My Architectural Choices and Practical Experience Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. As a computer science student nearing my se…  ( 9 min )

As a third-year computer science student, my curiosity constantly pushes me to explore new technologies. Through numerous coding and deployment experiences, I've come to appreciate that beyond performance and elegant design, security and reliability are paramount for any software system. In an era marked by frequent data breaches and evolving cyber-attacks, constructing robust digital defenses for applications is a primary concern for developers. Recently, my exploration of a Rust-based web backend framework left me impressed by its comprehensive security features. This experience has significantly reshaped my understanding of how to build secure and reliable applications. The Critical Importance of Security in the Digital Age Modern web applications manage vast quantities of sensitive dat…  ( 6 min )

As a software developer, it's important to have a robust portfolio website that can display our abilities and experiences. To assist other developers, I have designed a portfolio website using Next, Tailwind CSS, and EmailJS. In this article, I will provide a step-by-step guide on the setup process, along with the GitHub link. Clone the Repository using GitHub link and change the directory to the developer-portfolio. git clone https://github.com/Sadekul-me/developer-portfolio cd developer-portfolio Now install all packages using npm or yarn. npm install # or yarn After installation, all packages, Now change all data on utils/data/* according to you. For example: name: "Sadekul Islam", profile: '/profile.png', designation: "Software Engineering", description: "I am Sadekul Isl…  ( 4 min )

Imagine you're at your favorite restaurant. You sit down, look at the menu, and place your order with the waiter. Moments later, your meal arrives, steaming hot and delicious. Simple, right? Now imagine you're online, clicking “Buy Now” on an e-commerce site. Behind the scenes, that single click triggers a complex journey—from your browser to a server (or several!), through databases, logic layers, and back to your screen. This is the lifecycle of a backend request, and in this article, we’ll walk through it step by step, just like a dinner order. Whether you’re a backend beginner, a frontend dev curious about what happens after the API call, or a seasoned engineer brushing up, this one’s for you. Your browser is the customer. The URL you enter is your order. Before the browser can send y…  ( 5 min )

Hey there, welcome! crucial JavaScript concept — one that's often confusing for beginners and can lead to serious bugs when misunderstood: 👉 Short-circuiting in JavaScript Short-circuiting means JavaScript stops evaluating an expression as soon as it determines the final result. This can optimize performance and prevent unnecessary computation. It’s most commonly used with: || (Logical OR) && (Logical AND) ?? (Nullish Coalescing) Let’s break each one down with clear examples. || OR Operator – Returns the First Truthy Value The OR (||) operator evaluates from left to right and returns the first truthy value it encounters. If all values are falsy, it returns the last one. console.log("" || false || 4); // ➝ 4 🔍 Why? "" → falsy false → falsy 4 → truthy ✅ → stops and returns 4 …  ( 4 min )

Introduction This is log of tips and trouble shooting. Problem: Parameter setting on tiny 1.3 inch screen using buttons are frustrating. Directly implement your eBike specific parameters in zip container is easy. Solution: File include/eeprom.h contains default parameters, like assist factor, torque sensor calibration and so on. Open configuration setting of your eBike, select "Display" section and choose "yes" on "Reset def". Existing configuration long pressing power button and power off. Green LED on nRF-dongle appears and finished. 2. Longer motor initialization time in lower temperature environment Problem: Display is locked at boot screen for 3-5 min in winter time. Lower temperature is longer locked time. It seems depends on temperature atmosphere, obviously observed in lower than 10degC environment. Once display transits main screen, everything works perfectly. Solution: I strongly want to solve this issue. This is why I made up build environment even binary is provided. 3. Assist level unintentionally changed Problem: Assist level is suddenly changed during riding without any +/- button operation. Solution: Add 0.1uF(104) capacitor between 2 wire of each Up/Down button. This issue seems due to electrical noise. (end of article)  ( 3 min )

By: Alireza Minagar, MD, MBA, MS (Bioinformatics) Software Engineer We’ve long treated artificial intelligence as a tool—one that mimics human behavior, solves problems, and automates tasks. But the deeper I dive into both neuroscience and software engineering, the clearer it becomes: AI is not just inspired by the brain. It’s becoming a second form of cognition. 🧠 Biological Cognition: Chaotic Brilliance We: Infer from incomplete data Feel our way into decisions Dream in abstractions we don’t fully understand This isn’t randomness—it’s organic computation. 🤖 Machine Cognition: Elegant Precision Deterministic Structured Scalable It doesn’t “think” the way we do—but it processes vast information in milliseconds, uncovers hidden patterns, and outputs results we sometimes don’t understand. So what happens when the emotional brain and the logical machine begin to code together? 💡 Coding as a Cognitive Bridge Loops echo habits Recursion mirrors reflection Conditionals mimic decision-making Neural nets model neurons—but run them faster Code is becoming the shared language between two minds: one organic, one artificial. 🔄 The Loop Between Us Not just artificial intelligence… 🧠💬 What do you think: Disclosure: This image was generated using AI and is intended for conceptual and illustrative purposes only. It symbolically represents the intersection of human cognition and artificial intelligence through visual metaphors.  ( 4 min )

Hey devs! I just released my first-ever open-source crate on crates.io — RustyTodos, a terminal-based todo app built entirely in Rust using ratatui and crossterm! ✨ Features ✅ Clean and intuitive TUI layout 🔍 Powerful todo search ⏰ Flexible due date input 🔔 Cross-platform notifications 📦 Easily installable via cargo install 📦 Installation bash cargo install RustyTodos  ( 3 min )

🌱 Blog 1: Mastering the Basics of HTML – My Journey with @devsync 📝 Introduction to HTML HTML stands for HyperText Markup Language, and it's the building block of all websites. Before you can style a site with CSS or add interactivity with JavaScript, you need to understand how to structure content with HTML. When I began learning web development at @devsync, I had no idea where to start. Thanks to the structured training, mentorship, and live coding sessions at devsync.in, I quickly understood the core concepts and began building real websites. 💡 What is HTML? HTML is not a programming language, it's a markup language. It uses tags to define different elements of a webpage. Some of the first tags I learned during my @devsync training were: – Root of the document to – Headings (H1 i…  ( 4 min )

hello people now everyone's here, relatives i dont know names of, people i have never seen, the house crowded and my paternal aunt's crying their hearts out whereas me and my sister, we didnt shed not even a single drop of tear. but its so sad, that as soon as her body was taken for cremation they started laughing, discussing how they got ready on their marriage day and how slim they were. then wasn't it better to show no remorse of grandma's death than faking tears out. losing your mother is such a deep ocean of feeling, how can a difference of one hour make you forget that? nevertheless the day went on, we didnt eat much but enough, enough to survive the day. everyone left but two of my three aunts stayed the night. we slept in our mother's room, and my father in grandmother's, rituals. i found out the internship was a scam and i have lost my 4k. i am planing for a chargeback on the money. it was an expensive lesson. the scammers these days. indians dont study and get smart for the betterment but to scam people and get their money. two tragedy in a day. god must be really tired from my behavior these days. im tired. thank you. signing off  ( 3 min )

Introduction Aniruddha Adak exemplifies the modern polyglot software engineer: equally at home crafting slick React frontends and architecting AI-driven backend services. Colleagues praise him as a passionate learner who turns curiosity into code and community. From web dev bootstraps in Kolkata to AI agent prototypes that synthesize market sentiment, Adak’s journey reveals how personal flair and technical grit can intertwine to build impactful digital experiences. Raised in India’s eastern metropolis of Kolkata, Adak discovered coding in high school—tinkering with HTML and JavaScript to forge rudimentary web pages. His talent earned him a B.Tech. in Computer Science from Budge Budge Institute of Technology (2021–present) Professional Detailed Resume. While classmates chased grades, Adak…  ( 4 min )

💭 “You Were Never Lazy…” — A Quiet Truth for Burnt-Out Devs 🤯 What if your problem was never laziness… We’ve all been there. You open your editor — and just stare. A bug from yesterday still lingers. You’ve been pushing late nights, endless context-switching, and shipping under pressure. And when your mind and body finally say “no more”, you don’t feel tired. lazy. But here’s the truth: You weren’t lazy. exhausted from solving everything alone. Here’s the kicker: even the most basic code functions don’t run in isolation. Think about .map(). [1, 2, 3].map(num => num * 2) // → [2, 4, 6] It asks for help — from a function you give it. delegating. That’s how most of code works: Frameworks abstract the hard stuff Helpers reduce repetition Collaboration makes ideas real faster So… why do we expect ourselves to work alone 24/7? Being a dev often means: Wearing multiple hats (frontend/backend/devops/docs/client support…) Learning while building Debugging alone at 2:43 AM Saying “I got it” when you don’t This “solo hero” mindset creates guilt when we stop — Because if we confuse burnout for personal failure, break. Actually Looks Like Asking for help doesn’t mean you’re incapable. like a dev — efficiently. ✅ You ask a teammate to pair-program for 20 minutes useEffect with a custom hook someone already made These aren’t weaknesses. They’re strategies. It’s not cheating. If your brain is foggy, if your body’s done, You’ve just reached a limit — and limits are data. So pause. Because the moment you ask for help isn’t when you fail. It’s when you start scaling. 🧠💬 Have you felt this kind of burnout before? How did you bounce back — or are you still in it? Let’s talk in the comments.  ( 4 min )

In today's fast-evolving digital landscape, businesses require robust, secure, and scalable productivity solutions. Microsoft 365 Enterprise is designed to meet those needs for large organizations by combining the power of Office 365, Enterprise Mobility + Security (EMS), and Windows Enterprise. With features tailored to streamline collaboration, enhance security, and enable seamless device and user management, Microsoft 365 Enterprise has become the go-to solution for enterprises across the globe. This article explores the core components, benefits, and deployment methods of Microsoft 365 Enterprise—focusing particularly on its integration with Active Directory (AD) and Microsoft Intune for centralized management and software distribution. Microsoft 365 Enterprise is a suite of cloud-bas…  ( 6 min )

Are you new to AWS CodeBuild and wondering how it fits into your CI/CD pipeline? You’re in the right place! In this post, we’ll walk through what CodeBuild is, how it works, and why it’s a powerful tool for modern developers. AWS CodeBuild is a fully managed build service in the cloud, and a part of the AWS Developer Tools suite. Why use CodeBuild? ✅ Serverless – No servers to provision or manage. 🔄 Scalable – Automatically scales to meet your build volume. 💰 Cost-effective – You pay only for the minutes your builds run. 🧪 CI/CD integration – Acts as a command line tool in your pipeline. How does it work? CodeBuild uses Docker containers to run build environments. You can use: Prebuilt Docker images provided by AWS Your own Docker images from Docker Hub or Amazon ECR Supported platforms…  ( 4 min )

Popover UI elements are common in web apps, offering extra info or options when users interact with something. Usually, developers rely on npm libraries for Popovers, but these increase the project’s bundle size. In this article, I’ll guide you through building a lightweight, reusable Popover component using React and Tailwind CSS — with both click and hover triggers — so you can keep your app fast and flexible without extra dependencies. // @flow strict "use client" import { useEffect, useRef, useState } from "react"; function ReactPopover({ children, content, trigger = "click" }) { const [show, setShow] = useState(false); const wrapperRef = useRef(null); const handleMouseOver = () => { if (trigger === "hover") { setShow(true); }; }; const handleMouseLeft …  ( 4 min )

Modern software performance is deeply influenced by how efficiently memory is accessed. The full story of memory access latency involves multiple layers → from CPU caches to virtual memory translation, and finally to physical DRAM. This article explains the latency involved in different types of virtual memory accesses, and reveals how these latencies affect overall system performance. If you haven’t already, I recommend reading my previous article on DRAM Internals: How Channels, Banks, and DRAM Access Patterns Impact Performance, which details the physical memory subsystem. This article builds upon that foundation and focuses on the virtual memory side. Physical memory refers to the actual hardware (DRAM) where the data is actually stored. Virtual memory is an abstraction that allows you…  ( 8 min )

Greetings, I hope you are doing well. This classic opening is my go-to for emails, articles, and professional conversations. Today, I reflect on a drastic change in the timeline and roadmap I had previously planned. Questions swirl in my mind: Where did I go wrong? What should I have done differently? How can I better prepare? At the same time, I've watched countless YouTube videos and read Medium articles on "What I would do if I started from zero" as a Data Scientist, Data Analyst, Blockchain Developer, or similar roles. Thus, setting aside all my skills and experience, I'm taking a deep dive into everything required, acquired, and refined. The following is my roadmap for becoming a data scientist, assuming I've reset my life. Data Science is a peculiar field of study and career - a disr…  ( 7 min )

The way developers work has changed more in the last 12 months than it did in the last 5 years. 🏡 Remote-first teams All these trends have redefined what it means to be a productive developer in 2025. In this post, I’ve broken down: What’s changed since 2024 Tools powering remote work Modern productivity metrics Real challenges devs still face How hybrid culture is shaping up 👉 Read the full blog here: Remote Work & Developer Productivity – What’s Changed Post-2024? Let me know in the comments: How has your remote work experience changed after 2024? 💬 Thanks for reading! If you enjoy my blogs, follow me for more content on dev life, remote work, and modern productivity.  ( 3 min )

ChatGPT, developed by OpenAI, is a cutting-edge language model that has made a significant impact in natural language processing. It uses deep learning algorithms to generate human-like text based on input, making it a powerful tool for chatbots, content creation, and other natural language applications. The Core of ChatGPT How ChatGPT Generates Text One major strength is ChatGPT’s context handling. It understands the flow of conversation and can generate responses that are on-topic and meaningful, making it ideal for chatbot interactions. Scalability and Fine-tuning Real-world Applications Content creation (news articles, creative writing, poetry) Customer service chatbots to handle queries and free human agents Language translation with context understanding Its ability to generate coherent and contextually relevant text opens many possibilities in AI-powered applications. Conclusion Disclaimer: This post was also written using ChatGPT.  ( 4 min )

This is a submission for Frontend Challenge - June Celebrations, CSS Art: June Celebrations. 🌟 Inspiration With this one opportunity, I wanted to create a visual storytelling experience that doesn’t just look beautiful but also resonates emotionally with anyone who views it. Through simple CSS art, images, and animations, I aimed to showcase the spirit of these festivals in a user-friendly and emotionally compelling way. 💻 Demo https://anilgadhe.github.io/Celebrate-June/index.html ] https://github.com/anilgadhe/Celebrate-June ] 📸 Screenshot: https://github.com/anilgadhe/Celebrate-June/blob/main/public/covers/landingpage.png 🎨 Journey What I Did: Structure: Each festival has its own section or subpage, styled with full-screen images, smooth scroll animations, and rich colors. Animations: Used IntersectionObserver for fade-in effects and custom keyframe animations for elements like rain and trees. No card UI: Purposefully kept it immersive—using background images and full-width sections to narrate each story. Emotion + Culture: From the sacred banyan tree on Vat Purnima to the joy of the first monsoon, every detail is handpicked to invoke sentiment. What I Learned: CSS and animation can emotionally engage users without overwhelming them. Accessibility, color contrast, and responsive design were all important in ensuring everyone can experience this on any device. 🧑‍🤝‍🧑 Team Credits @anilgadhe 📄 License Released under the MIT License  ( 3 min )

🚀 **_My Web Development Journey with HTML & CSS at Devsync.in Web development always felt like magic to me — how does a blank screen turn into a colorful, interactive website? That curiosity led me to Devsync.in, a platform that truly ignited my coding spark. Through their structured guidance and hands-on sessions, I dove deep into the foundational pillars of web development: HTML and CSS. 🧱 What is HTML? At Devsync.in, we began with the basics of HTML (HyperText Markup Language). It’s like the skeleton of a website — the structure, the foundation. Here's what I learned: HTML Tags: , , , , etc. Attributes: like href, src, alt, and title. Semantic HTML: Using proper tags like , , and for better SEO and accessibility. Devsync.in made it super simple by giving real-life examples. We bu…  ( 4 min )

This is a submission for the Runner H "AI Agent Prompting" Challenge Being Student Preparing for highly competitive technical internships at top tech companies like Adobe, Google, Microsoft, Amazon, and others can be overwhelming. Aspiring candidates often struggle to understand the exact skill requirements, the nuances of the interview process, and how to build a structured, personalized study plan. This leads to wasted effort on irrelevant topics, missed application windows, and high stress levels. To solve this, I built the Big Tech Intern Prep Agent, an autonomous AI workflow powered by Runner H. Starting from a single, detailed prompt, this agent researches a specific internship role at a leading tech company (e.g., Adobe Software Engineer Intern), analyzes the job requirements, studi…  ( 8 min )

🚀 Introduction SRE is a discipline that blends software engineering and operations to ensure that production systems run smoothly with minimal downtime. Originally pioneered by Google, SRE has now become a standard practice in modern DevOps teams. In this article, we’ll break down the key principles, tools, and techniques of SRE and how it can help companies build highly resilient systems. 🚀 Core Principles of SRE 🚀 Major Tools & Technologies in SRE 🚀 Monitoring & Observability 🚀 Infrastructure as Code (IaC) 🚀 CI/CD & Automation 🚀 Chaos Engineering 🚀 Real-World Impact of SRE For instance, Google's SRE team makes sure that Google Search is available 99.999% of the time, showcasing the capability of proactive reliability management. 🚀 Getting Started with SRE? If reliability engineering is your serious business, ongoing learning and experimentation are the name of the game! 🚀 Last Thoughts As businesses keep growing, SRE will become even more important in delivering seamless, unbroken user experiences. Whether you're a budding SRE or a DevOps practitioner, becoming an SRE expert will make you stand out in today's fast-paced tech industry. Want to embark on your SRE journey? Let's get connected and talk about all things monitoring, automation, and reliability! 🚀  ( 4 min )

Scalability is always a big consideration when building applications and while PHP often gets underestimated in this area, it’s still powering huge systems worldwide. How do you approach scalability in your PHP projects? Here are a few discussion prompts: 🏗 Architecture – Do you prefer microservices, modular monoliths, or something else when scaling PHP? 🧰 Frameworks/Tools – What PHP frameworks or tools have helped you scale (e.g., Laravel, Symfony, RoadRunner)? 💽 Databases & Caching – What strategies do you use to prevent bottlenecks (e.g., Redis, read replicas, horizontal scaling)? 🧪 Testing & Deployment – How do you maintain test coverage and deploy large PHP apps safely? 🔍 Lessons Learned – Any real-world challenges or “a-ha!” moments while scaling a PHP system? Let’s swap tips, war stories, and best practices — whether you're running a startup or managing a massive legacy codebase. 👇 Drop your thoughts below! I’d love to learn from your experience.  ( 3 min )

1️⃣ Expert Persona Approach ❌ Beginner: “Rewrite this.” ✅ Pro: “Rewrite this as a senior copywriter at Apple with 15+ years of experience in persuasive storytelling. Use industry-specific language, compelling phrasing, and a narrative that keeps readers engaged while subtly driving action.” 2️⃣ Flaw Finder Technique ❌ Beginner: “Fix this.” ✅ Pro: “Fix this by identifying weak areas in clarity, structure, and engagement. Reshape the language for precision, enhance flow, and elevate the impact without losing the original tone.” 3️⃣ Precision Upgrade Method ❌ Beginner: “Make it better.” ✅ Pro: “Refine clarity, amplify persuasion, and strengthen emotional appeal. Optimize word choice, add rhythm, and structure it for max engagement.” 4️⃣ Targeted Refinement Formula ❌ Beginner: “Improve this.” ✅ Pro: “Improve this for [target audience] — sharpen message, adjust tone, and restructure it for clarity and persuasiveness.” 5️⃣ Power Summary Trick ❌ Beginner: “Summarize this.” ✅ Pro: “Summarize into a crisp tweet-length sentence that sparks curiosity. Give a second version for high retention.” 6️⃣ Crystal Clear Breakdown ❌ Beginner: “Explain this.” ✅ Pro: “Explain with an analogy, metaphor, or vivid storytelling so it's engaging yet deep.” 7️⃣ Idea Generator Hack ❌ Beginner: “Give me ideas.” ✅ Pro: “Give me 10 unique, high-impact ideas for [topic], each with a compelling hook or differentiator.” 8️⃣ Engaging Response Blueprint ❌ Beginner: “Write a response.” ✅ Pro: “Make it dynamic, persuasive, and emotionally engaging with storytelling and rhetorical devices.” 9️⃣ Expert Tone Transformation ❌ Beginner: “Make it sound professional.” ✅ Pro: “Refine structure, enhance precision, and elevate authority to suit a high-level audience.” 🔟 Step-by-Step Mentor Strategy ❌ Beginner: “Help me with this.” ✅ Pro: “Break it down into a step-by-step guide with best practices, tips, and common pitfalls.”  ( 3 min )

Imagine this: you're a vibe coder. 😐 (Many developers are already shocked they even imagined that for a second—but bear with us.) You’ve heard of a service called bolt.new, and you've just been invited to a hackathon. Not just any hackathon, but a world vibe-coding hackathon. (Yeah, these guys actually went all in.) But there’s a problem—you’ve been given a very limited number of tokens. And you quickly realize that’s nowhere near enough for your project. Frustrated, you're about to give up—until you see and read this post. For those unfamiliar: Bolt.new is a browser-based platform for developing web applications using artificial intelligence. It allows you to create, edit, and deploy applications directly in the browser by generating code based on natural language prompts. In the free ve…  ( 5 min )

Testando um App Next 14 com a api do Dev.co Eu estou desenvolvendo um app em next usando a api dev.com/api para tornar minha aplicação dinâmica.  ( 2 min )

The landscape of business automation is undergoing a profound transformation, moving beyond the simple automation of repetitive tasks to a new era of "hyperautomation." This evolution is driven by the powerful synergy between Robotic Process Automation (RPA) and Generative Artificial Intelligence (GenAI). While RPA has long been a cornerstone for streamlining rule-based, high-volume processes, its capabilities have traditionally been limited when confronted with unstructured data or tasks requiring cognitive discernment. Enter Generative AI, a revolutionary form of artificial intelligence capable of understanding, creating, and reasoning with complex, unstructured information. By combining RPA's execution prowess with GenAI's cognitive abilities, organizations are unlocking "Intelligent Au…  ( 6 min )

In this Story, I have a super quick tutorial showing you how to create a multi-agent chatbot using LangGraph, Reflection, and Gemini 2.5 to build a powerful full-stack agent chatbot for your business or personal use. On June 3, 2025, Google released the official template “Gemini Fullstack LangGraph”, which combines the Gemini 2.5 series with LangChain/LangGraph as open source! It is a full-stack solution that helps developers quickly build intelligent research tools. The project is based on the Google Gemini 2.5 large model and the LangGraph framework, integrating the React front-end and the LangGraph back-end capabilities. Its integration enables dynamic search query generation, network information collection using the Google Search API, knowledge gap analysis, and comprehensive answer ou…  ( 11 min )

Testando um App Next 14 com a api do Dev.co Eu estou desenvolvendo um app em next usando a api dev.com/api para tornar minha aplicação dinâmica.  ( 2 min )

Project Link: root@ltpp.vip As a computer science student nearing my senior year, I've been fascinated by the progression of software architecture. From monolithic designs to Service-Oriented Architecture (SOA), and now to the widely adopted microservices model, each evolution has sought to overcome contemporary challenges, advancing software engineering towards improved efficiency, flexibility, and reliability. In my academic and practical endeavors, microservices—with their benefits like independent deployment, technological variety, and elastic scalability—have made a strong impression on me. Yet, microservices are not a panacea; they introduce new complexities along with their advantages. Choosing a suitable framework to navigate this microservices environment has been a key focus of …  ( 9 min )

Project Link: root@ltpp.vip As a junior in computer science, I embarked on a project last semester to build a campus second-hand trading platform. This led me to discover the Hyperlane Rust HTTP framework. I was at a crossroads, needing a framework robust enough for peak end-of-semester trading and simple enough for a Rust novice like me to grasp quickly. Hyperlane didn't just meet my expectations; it exceeded them. I'm excited to share my journey with this impressive framework. ctx: A Thoughtfully Designed Abstraction My initial foray into writing route functions with Hyperlane introduced me to its Context (or ctx). I was immediately struck by its design. I remember when I first needed to retrieve the request method. In more conventional Rust HTTP frameworks, the code would typically l…  ( 6 min )

Track article when creates  ( 2 min )

Introdução Procurar informações em um repositório de código gigante pode ser frustrante. Nós sabemos que a resposta está ali, em algum lugar, perdida no meio de centenas de arquivos SQL, Python ou YAML. Usar grep ou a busca nativa do editor resolve problemas pontuais, mas e se você pudesse simplesmente conversar com seu código? Mais do que apenas criar uma ferramenta útil, este artigo é um guia prático para quem deseja estudar e aplicar conceitos de Inteligência Artificial. Ao construir este projeto, você ganhará experiência hands-on com LLMs, a arquitetura RAG (Retrieval-Augmented Generation), bancos de dados vetoriais e, crucialmente, técnicas de pré-processamento de dados que são a base para qualquer sistema de IA eficaz. Neste guia, vamos construir um sistema de busca que roda inteir…  ( 8 min )

Project Link: root@ltpp.vip As a third-year student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "modern" web development. Today, as an explorer, combining my "ten-year ve…  ( 10 min )

Testando um App Next 14 com a api do Dev.co Eu estou desenvolvendo um app em next usando a api dev.com/api para tornar minha aplicação dinâmica.  ( 3 min )

Project Link: root@ltpp.vip I came across the Hyperlane Rust HTTP framework while browsing GitHub, and its advertised performance metrics immediately piqued my interest. The official documentation states: "Hyperlane is a high-performance, lightweight Rust HTTP framework. It's engineered to streamline modern web service development, striking a balance between flexibility and raw performance." I resolved to utilize it for my distributed systems course project. My first step was to add it as a dependency in my Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into Hyperlane's Context abstraction. In many conventional web frameworks, retrieving the request method might involve a sequence like this: let method = ctx.get_request().await.get_method(); Hyperlane, however, pro…  ( 4 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. Project Link: root@ltpp.vip ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. B…  ( 6 min )

As a junior in computer science, I embarked on a project last semester to build a campus second-hand trading platform. This led me to discover the Hyperlane Rust HTTP framework. I was at a crossroads, needing a framework robust enough for peak end-of-semester trading and simple enough for a Rust novice like me to grasp quickly. Hyperlane didn't just meet my expectations; it exceeded them. I'm excited to share my journey with this impressive framework. ctx: A Thoughtfully Designed Abstraction My initial foray into writing route functions with Hyperlane introduced me to its Context (or ctx). I was immediately struck by its design. I remember when I first needed to retrieve the request method. In more conventional Rust HTTP frameworks, the code would typically look like this: let method = c…  ( 6 min )

As a third-year computer science student, code has, for me, long evolved from a sterile set of instructions into a language rich with logical beauty and creative delight. I've navigated the intricacies of algorithms and immersed myself in the complexities of engineering. Through countless late nights and debugging sessions, I've come to deeply appreciate how crucial an "understanding" development framework is for a developer. It not only significantly enhances our work efficiency but also allows us to experience a seamless, flowing satisfaction in the coding process. Recently, I had the good fortune to encounter such a framework. Its distinctive design philosophy and profound grasp of the developer's mental model made me feel as if I had discovered the "poetry and horizon" within the realm…  ( 9 min )

For decades, the professional calling card has been a static document: the resume or the CV. We spend hours meticulously crafting bullet points, trimming margins, and exporting to PDF, hoping to distill our complex careers into a single, digestible page. But what if you could offer something more? What if you could let anyone: colleagues, recruiters, event organizers, or potential collaborators—literally ask your professional history questions using an interactive tool? With the recent launch of public sharing for Google's NotebookLM, as announced on the official Google blog, this idea is no longer a "what if." It's a reality. We can now create a personal, interactive notebook—complete with a chat interface, mind maps, and even audio summaries - that anyone can use to learn about us. It's …  ( 6 min )

Day 1: First Encounter with Hyperlane I came across the Hyperlane Rust HTTP framework while browsing GitHub, and its advertised performance metrics immediately piqued my interest. The official documentation states: "Hyperlane is a high-performance, lightweight Rust HTTP framework. It's engineered to streamline modern web service development, striking a balance between flexibility and raw performance." I resolved to utilize it for my distributed systems course project. My first step was to add it as a dependency in my Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into Hyperlane's Context abstraction. In many conventional web frameworks, retrieving the request method might involve a sequence like this: let method = ctx.get_request().await.get_method(); Hyperlane, h…  ( 4 min )

##鸿蒙核心技术##运动开发##Media Kit（媒体服务）# 在当今数字化时代，运动健身已经成为许多人生活的一部分。今天我将在应用中添加视频播放器，帮助用户在运动前、运动后更好地进行热身和拉伸。这篇文章将从代码核心点入手，带你一步步了解开发过程中的关键技术和实现细节。 在开发任何应用之前，明确需求是至关重要的。对于运动视频播放器，我们需要考虑以下几个核心功能： 视频播放：支持播放运动相关的视频，如热身、拉伸等。 用户交互：提供简单的按钮操作，如播放、暂停、继续等。 接下来，我们将通过代码的核心部分，逐步解析实现运动视频播放器的关键步骤。 在鸿蒙开发中，页面布局是用户体验的基础。我们使用了LibNav和LibPage来构建页面的导航和内容布局。以下是代码的核心部分： @Component export struct SportHelperPage { @Builder pageNavBuilder(){ LibNav({ pageTitle: "运动助手" }).width("100%") } @Builder pageContentBuilder(){ Column() { Text('运动助手') .fontSize(20) .fontWeight(FontWeight.Bold) .margin({ top: 20 }) Button('跑前热身') .onClick(() => this.playVideo('https://video.111.com/p/bms/warmup_before_running.mp4')) .margin({ top: 10 }) Button('跑后拉伸…  ( 3 min )

This is a submission for the Runner H "AI Agent Prompting" Challenge An autonomous AI agent that helps students search for internships, draft application emails, organize opportunities in Notion, and even send follow-up reminders all with one smart prompt. The AI Internship Application Assistant is built using Runner H. It: Finds remote internships based on user preferences Drafts professional email applications Organizes job leads into Notion for tracking Sends polite follow ups if there's no response Works while you focus on learning, coding, or relaxing "Find me 5 remote internship opportunities in software development that are beginner-friendly, open to students in Ghana, and don't require a cover letter. Add the links, deadline, and summary to a Notion board, then write and schedule p…  ( 4 min )

The Use Case At first, we had a simple schema: session_id (PK) approval_id (PK) Each Approval was linked directly to a WorkSession. But soon, a real-world need surfaced: Sometimes, one approval covers multiple sessions. But our database design didn't allow that. Instead, we had to duplicate approval records for each session — not ideal. The Solution session_id (FK) Now, a single Approval can be reused across multiple sessions. In the UI, we added a feature for users to search and select existing approvals, reducing redundancy and simplifying workflows. Why It Matters Easier to maintain & more accurate Reflects actual business logic These kinds of small design shifts from tightly coupled to normalized lead to systems that scale better, adapt to real-world use cases, and are easier to evolve.  ( 3 min )

Day 1: First Encounter with Hyperlane I came across the Hyperlane Rust HTTP framework while browsing GitHub, and its advertised performance metrics immediately piqued my interest. The official documentation states: "Hyperlane is a high-performance, lightweight Rust HTTP framework. It's engineered to streamline modern web service development, striking a balance between flexibility and raw performance." I resolved to utilize it for my distributed systems course project. My first step was to add it as a dependency in my Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into Hyperlane's Context abstraction. In many conventional web frameworks, retrieving the request method might involve a sequence like this: let method = ctx.get_request().await.get_method(); Hyperlane, h…  ( 4 min )

As a computer science student nearing my senior year, I've been fascinated by the progression of software architecture. From monolithic designs to Service-Oriented Architecture (SOA), and now to the widely adopted microservices model, each evolution has sought to overcome contemporary challenges, advancing software engineering towards improved efficiency, flexibility, and reliability. In my academic and practical endeavors, microservices—with their benefits like independent deployment, technological variety, and elastic scalability—have made a strong impression on me. Yet, microservices are not a panacea; they introduce new complexities along with their advantages. Choosing a suitable framework to navigate this microservices environment has been a key focus of my recent explorations. Fortu…  ( 9 min )

As a third-year computer science student, I often found myself grappling with the sluggishness of web applications. While textbooks painted pictures of efficiency, the reality of complex, real-world projects frequently led to frustration. My perspective on "efficiency" and "elegance" in web development shifted dramatically after I stumbled upon a particular open-source project. Initially, my expectations were modest. The market is saturated with frameworks, and for a new contender to make a mark, it needs to offer something truly exceptional. However, as I delved into its design documents—which were notably concise and focused—and experimented with its sample projects, which launched swiftly and consumed minimal resources, a gut feeling told me this could be the solution I'd been searching…  ( 6 min )

Man, I was really bad at coding. Like really, really bad. My friend could build a whole website before I even got one stupid button to work right. Made me want to throw my laptop out the window. I thought I was just not good at it or something. But then I started paying attention to what I was doing wrong. Turns out it wasn't the hard coding stuff that was slowing me down. It was all the dumb little things I kept doing over and over again. So I changed some simple things. Nothing crazy. Just basic stuff. And now I code way faster and it doesn't make me want to cry anymore. Here's what worked for me. Okay this sounds super boring but just listen. I made a file on my computer called "my-code-stuff.txt" and everytime I wrote something useful, I threw it in there. You know that CSS code to c…  ( 6 min )

La criptografía es el arte de proteger información para que solo pueda ser leída por quienes tienen autorización. Aunque suene moderno, sus raíces se remontan a civilizaciones antiguas que ya usaban códigos y claves para ocultar mensajes importantes. Actualmente, forma parte esencial de nuestra vida digital: protege tus chats, tus contraseñas, las compras que haces en línea e incluso las transacciones con criptomonedas. En este artículo de Synzen se explica cómo funciona, desde los sistemas clásicos hasta los modernos algoritmos usados en internet. Gracias a ella, conceptos como la confidencialidad, la integridad de los datos y la autenticidad de los mensajes se mantienen seguros, en un mundo donde la información viaja a cada segundo.  ( 3 min )

Madhu Sudhan Subedi Tech Weekly Scientists in Japan develop plastic that dissolves in seawater within hours Researchers in Japan have developed a groundbreaking plastic material that can dissolve in seawater within hours. This innovative solution offers a promising answer to the growing global crisis of plastic pollution in our oceans. Link Is this tax code a reason for current mass layoffs? A little-known change to the U.S. tax code has quietly reshaped the financial logic of how tech companies invest in research and development. This provision, buried in the 2017 tax law, has contributed to the loss of hundreds of thousands of high-paying tech jobs. Link Chatgpt to embed in every colleges: The AI Takeover of College Campuses As the AI revolution sweeps through highe…  ( 7 min )

As a third-year computer science student, my curiosity constantly pushes me to explore new technologies. Through numerous coding and deployment experiences, I've come to appreciate that beyond performance and elegant design, security and reliability are paramount for any software system. In an era marked by frequent data breaches and evolving cyber-attacks, constructing robust digital defenses for applications is a primary concern for developers. Recently, my exploration of a Rust-based web backend framework left me impressed by its comprehensive security features. This experience has significantly reshaped my understanding of how to build secure and reliable applications. The Critical Importance of Security in the Digital Age Modern web applications manage vast quantities of sensitive dat…  ( 6 min )

As a third-year computer science student, my curiosity constantly pushes me to explore new technologies. Through numerous coding and deployment experiences, I've come to appreciate that beyond performance and elegant design, security and reliability are paramount for any software system. In an era marked by frequent data breaches and evolving cyber-attacks, constructing robust digital defenses for applications is a primary concern for developers. Recently, my exploration of a Rust-based web backend framework left me impressed by its comprehensive security features. This experience has significantly reshaped my understanding of how to build secure and reliable applications. The Critical Importance of Security in the Digital Age Modern web applications manage vast quantities of sensitive dat…  ( 6 min )

Soy @codechappie y en esta entrada quiero hablarte sobre un concepto fundamental —y muchas veces subestimado— en el desarrollo de software: la deuda técnica. ¿Qué es la deuda técnica? La deuda técnica es como tomar un atajo en el desarrollo. En el momento puede parecer la mejor manera de avanzar rápidamente, pero a largo plazo puede traer consecuencias costosas, como errores difíciles de resolver, baja mantenibilidad o incluso la necesidad de rehacer partes completas del sistema. Quieres saber más: Visita mi blog  ( 3 min )

As a third-year computer science student, code has, for me, long evolved from a sterile set of instructions into a language rich with logical beauty and creative delight. I've navigated the intricacies of algorithms and immersed myself in the complexities of engineering. Through countless late nights and debugging sessions, I've come to deeply appreciate how crucial an "understanding" development framework is for a developer. It not only significantly enhances our work efficiency but also allows us to experience a seamless, flowing satisfaction in the coding process. Recently, I had the good fortune to encounter such a framework. Its distinctive design philosophy and profound grasp of the developer's mental model made me feel as if I had discovered the "poetry and horizon" within the realm…  ( 9 min )

Can Gen AI Fix My Engineer-Looking UI? My friends often comment on the software I write, that it looks like it was designed by a software engineer -- I take it as a compliment. But, there is certain truth to it -- I do not have a designers edge when it comes to creating beautiful looking UI. Gen AI for developers, like me, could be a game changer. And this is the assumption we are about to verify. Here is the prompt: "make UX improvements of the landing screen to make it more modern". We will give this prompt to different models available in github copilot, and will document the results: what was it able to accomplish (screenshot) how long it took was it able to complete the task from the first attempt, or there were additional intermittent prompts to make it work. overall rating For e…  ( 6 min )

As a junior pursuing a degree in Computer Science and Technology, my programming endeavors often felt like an interminable cycle of "waiting." I'd wait for compilations to finish, for tests to run, and particularly when dealing with network requests and high concurrency in my course projects, the sluggish responses would make me question everything. My roommates shared these frustrations, often wondering aloud why our seemingly simple projects were so slow to respond. Then, I stumbled upon a framework, a piece of what felt like "black technology," that completely reshaped my understanding of web backend development. For the very first time, my code felt like it had wings. In this "adventure log," I aim to share my experiences as an ordinary junior, detailing my learning process and practic…  ( 7 min )

As a third-year student deeply passionate about computer science, I am often amazed by the captivating "real-time" nature of modern internet applications. Whether it's the split-second delivery of messages in instant messaging software, the seamless synchronization of multi-person editing in online collaborative documents, or the millisecond-level data refresh on financial trading platforms, these seemingly ordinary functions are all supported by powerful backend technologies. In my exploratory journey, the combination of asynchronous programming and high-performance frameworks has proven to be key to achieving this "pulse of real-time interaction." Recently, a web backend framework, with its outstanding asynchronous processing capabilities and deep optimization for real-time scenarios, ha…  ( 9 min )

Quantum Machine Learning (QML) stands at the exciting intersection of quantum computing and artificial intelligence, promising to revolutionize how we process information and solve complex problems. While the ultimate vision of fault-tolerant quantum computers is still on the horizon, the field of QML is not merely a theoretical construct. Today, developers and researchers can actively explore practical applications using existing quantum hardware and robust open-source libraries. This article moves beyond the abstract to showcase tangible examples of what you can achieve with QML right now, even with the inherent limitations of current quantum systems like qubit count and error rates. These challenges are actively being addressed through ongoing research and engineering, paving the way fo…  ( 8 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

Before we begin, note that there are two ways to deploy an Astro site on Railway: If your website uses SSR (Server-Side Rendering) or adapters. If your website is completely static. This post focuses on the second option: deploying a fully static Astro site on Railway. First, create your Astro project. Open your terminal and run: npm create astro@latest Follow the prompts to set up a static site. In my case, I'm building a personal portfolio to showcase my projects. You can fork or contribute to my repo here: https://github.com/Gersomsim/Pesonal-web Once your site is ready, modify your package.json: "scripts": { "dev": "astro dev", "build": "astro build", "preview": "astro preview", "start": "npx serve dist" // Crucial for static Astro sites } Then add this at the end of package.json: "engines": { "node": ">=18.0.0" // Tells Railway the minimum Node.js version } Projects scaffolded with Astro default to static output. Just confirm: import { defineConfig } from 'astro/config'; export default defineConfig({ // output: "static" (default value) }); Uncomment the output line if unsure, but it’s static by default. Add this to instruct Railway’s builder: { "builds": [ { "src": "package.json", "use": "@railway/nixpacks" } ] } Create this file to configure static file serving: { "root": "dist", "clean_urls": true, "routes": { "**": "index.html" } } With these steps complete, your static site is prepped for Railway. Deployment is straightforward: 1.- Log into Railway with your GitHub account You might wonder: "Why Railway over Vercel/Netlify?" While alternatives exist, I chose Railway for its $5/month Hobby Plan. This lets me host: Frontend projects Backend APIs (Laravel, NestJS, etc.) My entire portfolio For the price of a coffee, I avoid juggling multiple services. Thanks for reading my first post! 🚀 Cheers!  ( 4 min )

Day 1: First Encounter with Hyperlane I came across the Hyperlane Rust HTTP framework while browsing GitHub, and its advertised performance metrics immediately piqued my interest. The official documentation states: "Hyperlane is a high-performance, lightweight Rust HTTP framework. It's engineered to streamline modern web service development, striking a balance between flexibility and raw performance." I resolved to utilize it for my distributed systems course project. My first step was to add it as a dependency in my Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into Hyperlane's Context abstraction. In many conventional web frameworks, retrieving the request method might involve a sequence like this: let method = ctx.get_request().await.get_method(); Hyperlane, h…  ( 4 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

Imagine um cenário onde algoritmos sugerem as melhores estratégias, copilotos de IA completam relatórios antes mesmo de você pedir e agentes autônomos executam tarefas complexas com mínima supervisão. Parece o futuro? Não: já é o presente. Vivemos um dos momentos mais transformadores para a prática da liderança nas organizações. A ascensão da Inteligência Artificial desafia modelos tradicionais de gestão e inaugura uma nova era, na qual pensar equipes, processos e resultados exige a integração fluida entre capacidades humanas e tecnológicas. O avanço da IA expande exponencialmente as possibilidades estratégicas, exigindo que a liderança evolua de gestora de processos para orquestradora de sistemas inteligentes. Esse movimento se distribui em três eixos temporais: o passado, quando a lidera…  ( 6 min )

O que é Git e por que todo programador precisa aprender isso? Se você está começando no mundo da programação, provavelmente já ouviu falar sobre Git. Afinal, você sabe o que é Git e por que ele é tão essencial para quem trabalha com programação? Neste artigo, você vai entender, de forma simples, como essa ferramenta funciona e por que ela é indispensável no dia a dia de qualquer desenvolvedor. 🔍** O que é Git?** O Git é uma poderosa ferramenta de controle de versões, desenvolvida para ajudar na organização de projetos, especialmente na programação. Criado por Linus Torvalds, o mesmo criador do Linux, o Git permite gerenciar o histórico de alterações em arquivos, facilitando tanto o trabalho individual quanto o colaborativo. Imagine que você está desenvolvendo um site e, de repente, algo d…  ( 4 min )

As a third-year computer science student, I often found myself grappling with the sluggishness of web applications. While textbooks painted pictures of efficiency, the reality of complex, real-world projects frequently led to frustration. My perspective on "efficiency" and "elegance" in web development shifted dramatically after I stumbled upon a particular open-source project. Initially, my expectations were modest. The market is saturated with frameworks, and for a new contender to make a mark, it needs to offer something truly exceptional. However, as I delved into its design documents—which were notably concise and focused—and experimented with its sample projects, which launched swiftly and consumed minimal resources, a gut feeling told me this could be the solution I'd been searching…  ( 6 min )

As a third-year computer science student, my curiosity constantly pushes me to explore new technologies. Through numerous coding and deployment experiences, I've come to appreciate that beyond performance and elegant design, security and reliability are paramount for any software system. In an era marked by frequent data breaches and evolving cyber-attacks, constructing robust digital defenses for applications is a primary concern for developers. Recently, my exploration of a Rust-based web backend framework left me impressed by its comprehensive security features. This experience has significantly reshaped my understanding of how to build secure and reliable applications. The Critical Importance of Security in the Digital Age Modern web applications manage vast quantities of sensitive dat…  ( 6 min )

A Fun String Manipulation + Greedy Problem Hey Devs! 👋 Let’s decode another cool number-manipulation problem today: 1432. Max Difference You Can Get From Changing an Integer. This one is about finding the maximum possible difference by replacing digits — twice, independently! You're given an integer num. You perform this operation twice: Choose a digit x and replace all occurrences of it with another digit y (0–9, can be the same). Do this twice independently to form two new numbers a and b. Your task: Return the maximum difference between a and b. 🚫 No leading zeroes allowed Input: num = 555 Output: 888 Explanation: For maximum number: Replace 5 → 9 → 999 For minimum number: Replace 5 → 1 → 111 Difference: 999 - 111 = 888 💡 Intuition & Strategy To get: Maximum value:…  ( 5 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

As a third-year student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "modern" web development. Today, as an explorer, combining my "ten-year veteran editor's" pickiness wit…  ( 10 min )

这篇文章标题为 “黑马点评项目‑短信登录功能”，分享的是一个基于 Spring Boot + Vue 构建的「点评系统」中短信验证码登录模块的完整实现流程，涵盖从前端部署到后端逻辑和 Redis 集群设计。以下是详细解析 🛠️： 前端通过 Nginx（Mac 本地或虚拟机）部署，替换配置并开放端口，第 3.1–3.5 节详述部署系列步骤 (blog.csdn.net)。 操作包括：替换 nginx.conf 配置、上传前端资源、启动服务，并保证跨虚拟机/宿主可访问。 客户端请求 /user/code?phone=xxx； 后端通过 UserService.sendCode()： 验证手机号格式； 用 RandomUtil.randomNumbers(6) 生成 6 位验证码； 把验证码存入 session，之后会拓展到 Redis(blog.csdn.net)。 /user/login 接口处理 phone 和 code； 从 session（或 Redis）中获取验证码，比对后验证通过； 账号存在？ 用 MyBatis‑Plus 查询：query().eq("phone", phone).one()； 不存在？ 调用 createUserWithPhone() 创建新用户并保存； 将最终 UserDTO 放入 session，并返回结果(blog.csdn.net)。 自定义 LoginInterceptor： 判断 session 中有无 user； 存在则放入 UserHolder(ThreadLocal)，否则返回 401(blog.csdn.net)。 在 SpringMVC MvcConfig 中注册拦截器，并排除无需登录的路径(blog.csdn.net)。 3.2 DTO 隐藏敏感信息 定义 UserDTO，仅包含必要字段 (id, nickName, icon)； 拦截器和登录逻辑均使用 UserDTO，避免暴露敏感信息(blog.csdn.net)。 Session 存于单台机器，集群模式下存在用户登录丢失问题； Redis 提供跨实例共享，并且能设置过期时间(blog.csdn.net)。 sendCode() 改存在 Redis：stringRedisTemplate.opsForValue().set(LOGIN_CODE_KEY + phone, code, TTL)； login()： 验证码比对； 用户存在时生成 UUID token； 用 Hash 存储用户信息到 Redis，设置过期时间； 返回 token 作为登录凭证(blog.csdn.net)。 RefreshTokenInterceptor（order=0）拦截所有请求： 从 authorization header 获取 token； 在 Redis 查 hash 并放入 UserHolder，并刷新过期时间(blog.csdn.net)。 LoginInterceptor（order=1）针对敏感路径再次校验 UserHolder 是否存在，不存在则返回 401。 ⚠️5.2 类型转换 Bug 修复 将 token 存入 Hash 时，使用 CopyOptions 强制将所有 value 转为字符串，避免类型转换异常。 模块 技术 / 方法 前端部署 Nginx + 静态资源发布 登录流程 验证码发送 → 比对 → 创建/查询用户 → Token 返回 存储手段 Session → Redis（String + Hash） 登录校验 两级拦截器（Refresh + Login） 安全与性能 DTO 隐藏敏感信息 + Redis token 刷新维护登录状态 ✅ 思路清晰：从前端部署、发送验证码、Redis 存储、拦截器验证，到 token 刷新，全流程贯通。 ✅ 可扩展性强：切换 Redis 后支持集群，无状态 SSOToken。 ✅ 细节考虑周到：防止敏感信息泄漏、强制类型转换、token 刷新机制等。 如果你希望，我可以为你整理该模块的关键类（Controller、Service、Interceptor 等）的完整代码，或者帮你实现简化版 demo，甚至讲解如何在 MyBatis‑Plus 中进行配置，随时告诉我！  ( 3 min )

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The venture capitalist warned that virtually all artificial intelligence platforms are being developed in either China or the United States.

BTC miners continue to face economic headwinds and challenges, including gradually rising computational requirements to mine blocks.

Bitcoin trades above $105,000 even as the threat of war looms in the Middle East. HYPE, BCH, AAVE and OKB could also catch a bid if BTC holds its current range.

Strategy co-founder Michael Saylor hinted the company would purchase more Bitcoin on Monday when traditional financial markets open.

Despite crypto's rapid growth and decentralized ideals, its liquidity remains fragmented and fragile — mirroring traditional finance's hidden risks and exposing the market to sudden shocks when sentiment shifts.

Bitcoin holders are using crypto-backed loans to buy real estate without selling their BTC—avoiding capital gains taxes while staying exposed to upside.

Scam crypto investment platforms are everywhere, and spotting them isn’t as complicated as you may think.

To stake Solana (SOL) in 2025, use a compatible wallet like Phantom, choose a validator, and delegate your SOL in just a few clicks.

From golden crosses to ascending wedges, Bitcoin traders are increasingly optimistic on the future of Bitcoin price action, even as the market tracks sideways.

Vietnam has passed a sweeping digital technology law that legalizes crypto assets and outlines incentives for AI, semiconductors, and infrastructure.

Brazil scraps crypto tax exemption for small traders, enforces flat 17.5% rate across all gains, including self-custody and offshore holdings.

The CEO of Circle, which recently debuted on the New York Stock Exchange, predicts it won’t be long before stablecoins reach the level of developer attraction that the iPhone achieved.

While the index remains in the “Greed” zone if history repeats following last year’s Israel-Iran tensions, it may decline into “Fear” in the coming weeks.

Ether is staying above $2,500 days after being called a foundational asset for a global, on-chain financial system and a major opportunity for institutions.  ( 29 min )

NYDIG Research said playing the low volatility through BTC options might yield a "relatively inexpensive" trade for directional traders.  ( 27 min )

Shiba Inu's burn rate surged to 112,000% early this week, permanently removing 116 million tokens from circulation.  ( 26 min )

Bitcoin rebounded from a Middle East selloff and now trades above $105K, as long-term conviction strengthens among younger investors embracing its global ethos.  ( 29 min )

A slide detailing Intel’s upcoming “Bartlett Lake” desktop CPU has leaked. The processor will allegedly be called Core 5 120F, and it is expected to be the chipmaker’s budget-oriented, “no frills, just thrills” CPU for gaming. According to the leak by momomo_us, the 120F is expected to have six P-Cores, a turbo frequency of 4.5GHz, […] The post Alleged Intel Core 5 120F “Bartlett Lake” Leaks appeared first on Lowyat.NET.  ( 33 min )

Apple has announced a worldwide service programme to address issues affecting a select batch of its M2 chip-powered Mac Mini models that was launched in 2023. The company has identified that a small percentage of these devices may fail to start up due to problems with the power connection. As noted by Apple via a […] The post Apple Launches Free Repair Programme For Faulty M2 Mac Mini Units appeared first on Lowyat.NET.  ( 33 min )

The GTi badge has been electrified with the introduction of the Peugeot E-208 GTi. The hatchback was revealed at the Le Mans 24 Hours race weekend in France. The GTi is known for its aggressive stance, and the E-208 carries it on thanks to a body lowered by 30 mm and tracks widened by 56 […] The post Peugeot Reveals The E-208 GTi At Le Mans 24 Hours Race appeared first on Lowyat.NET.  ( 35 min )

Suunto has officially launched its latest lightweight sports watch, the Run, for the local market today at Banglo289. As the name suggests, the Run was designed with runners in mind, with specific modes and features dedicated for running. The Suunto Run sports a 1.32-inch 466 × 466 AMOLED display with Corning Gorilla Glass for protection. […] The post Suunto Run Lands In Malaysia; Priced At RM1,199 appeared first on Lowyat.NET.  ( 34 min )

DJI makes gimbals and action cams, but the brand is by far most well known for its camera-equipped flying drones. But it looks like the company is in the process of releasing one that doesn’t fly, In fact, it doesn’t snap photos or take videos at all, judging from its product category. It’s called the […] The post DJI May Have A Robot Vacuum Called Romo Launching Soon appeared first on Lowyat.NET.  ( 33 min )

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As a third-year computer science student, my curiosity constantly pushes me to explore new technologies. Through numerous coding and deployment experiences, I've come to appreciate that beyond performance and elegant design, security and reliability are paramount for any software system. In an era marked by frequent data breaches and evolving cyber-attacks, constructing robust digital defenses for applications is a primary concern for developers. Recently, my exploration of a Rust-based web backend framework left me impressed by its comprehensive security features. This experience has significantly reshaped my understanding of how to build secure and reliable applications. The Critical Importance of Security in the Digital Age Modern web applications manage vast quantities of sensitive dat…  ( 6 min )

A post by Alexandre Gurgel  ( 2 min )

Handling Permissions in React Native 🚀 OneDev ・ Jun 6 #reactnative #programming #javascript #mobile  ( 3 min )

As a computer science student nearing my senior year, I've been fascinated by the progression of software architecture. From monolithic designs to Service-Oriented Architecture (SOA), and now to the widely adopted microservices model, each evolution has sought to overcome contemporary challenges, advancing software engineering towards improved efficiency, flexibility, and reliability. In my academic and practical endeavors, microservices—with their benefits like independent deployment, technological variety, and elastic scalability—have made a strong impression on me. Yet, microservices are not a panacea; they introduce new complexities along with their advantages. Choosing a suitable framework to navigate this microservices environment has been a key focus of my recent explorations. Fortu…  ( 9 min )

As a junior pursuing a degree in Computer Science and Technology, my programming endeavors often felt like an interminable cycle of "waiting." I'd wait for compilations to finish, for tests to run, and particularly when dealing with network requests and high concurrency in my course projects, the sluggish responses would make me question everything. My roommates shared these frustrations, often wondering aloud why our seemingly simple projects were so slow to respond. Then, I stumbled upon a framework, a piece of what felt like "black technology," that completely reshaped my understanding of web backend development. For the very first time, my code felt like it had wings. In this "adventure log," I aim to share my experiences as an ordinary junior, detailing my learning process and practic…  ( 7 min )

Hey folks, I recently built a tool called Uplinkly – it’s a short link manager that allows you to: It started as a personal experiment, but now it’s almost a fully working tool. Not a commercial push — just wanted to share in case someone finds it useful or has feedback. 👉 https://uplinkly.net If you have a few minutes to check it out and click around — I’d be super grateful! And I’d love to hear what you’d improve or expect from a tool like this.  ( 3 min )

As a third-year computer science student, I often found myself grappling with the sluggishness of web applications. While textbooks painted pictures of efficiency, the reality of complex, real-world projects frequently led to frustration. My perspective on "efficiency" and "elegance" in web development shifted dramatically after I stumbled upon a particular open-source project. Initially, my expectations were modest. The market is saturated with frameworks, and for a new contender to make a mark, it needs to offer something truly exceptional. However, as I delved into its design documents—which were notably concise and focused—and experimented with its sample projects, which launched swiftly and consumed minimal resources, a gut feeling told me this could be the solution I'd been searching…  ( 6 min )

Hey folks, I recently built a tool called Uplinkly – it’s a short link manager that allows you to: It started as a personal experiment, but now it’s almost a fully working tool. Not a commercial push — just wanted to share in case someone finds it useful or has feedback. 👉 https://uplinkly.net If you have a few minutes to check it out and click around — I’d be super grateful! And I’d love to hear what you’d improve or expect from a tool like this.  ( 3 min )

The Problem We Aimed to Solve… Traditional Jira burndown charts, while useful, often fall short in providing the insights that project managers and teams need to make informed decisions. We repeatedly encountered several challenges: Scope Changes: Standard burndowns don’t effectively track or visualize how project scope changes over time Resource Planning: Traditional charts fail to account for varying team capacity and velocity. They also fail to explain how your resource model assumptions are playing out with your real project data. Multiple Perspectives: Teams needed to track different subsets of work (like features vs bugs) within the same project. We would often see changes in the burndown chart and couldn’t easily explain what was happening. This would occur as testing efforts w…  ( 4 min )

Hey folks, I recently built a tool called Uplinkly – it’s a short link manager that allows you to: It started as a personal experiment, but now it’s almost a fully working tool. Not a commercial push — just wanted to share in case someone finds it useful or has feedback. 👉 https://uplinkly.net If you have a few minutes to check it out and click around — I’d be super grateful! And I’d love to hear what you’d improve or expect from a tool like this.  ( 3 min )

Cover image source:AWS EVENT I had never used Amazon Q CLI before this. When I saw the "Build Games with Amazon Q CLI" campaign, I was curious. It mentioned that you could create a game just by describing it in a prompt, which sounded surprisingly convenient. So I decided to give it a try. I approached it with no expectations, and I was genuinely impressed by how capable and easy the experience was, especially for a command-line tool. I followed this essential guide to install everything: The Essential Guide to Installing Amazon Q Developer CLI on Windows q doctor then: q chat And inside the chat, I simply asked it to install Pygame as the game library. Amazon Q CLI did it by itself. That was a surprise and a huge time-saver. Within the Q CLI terminal, I provided a single prompt. Here’s …  ( 5 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

As a third-year computer science student, code has, for me, long evolved from a sterile set of instructions into a language rich with logical beauty and creative delight. I've navigated the intricacies of algorithms and immersed myself in the complexities of engineering. Through countless late nights and debugging sessions, I've come to deeply appreciate how crucial an "understanding" development framework is for a developer. It not only significantly enhances our work efficiency but also allows us to experience a seamless, flowing satisfaction in the coding process. Recently, I had the good fortune to encounter such a framework. Its distinctive design philosophy and profound grasp of the developer's mental model made me feel as if I had discovered the "poetry and horizon" within the realm…  ( 9 min )

As a third-year student deeply passionate about computer science, I am often amazed by the captivating "real-time" nature of modern internet applications. Whether it's the split-second delivery of messages in instant messaging software, the seamless synchronization of multi-person editing in online collaborative documents, or the millisecond-level data refresh on financial trading platforms, these seemingly ordinary functions are all supported by powerful backend technologies. In my exploratory journey, the combination of asynchronous programming and high-performance frameworks has proven to be key to achieving this "pulse of real-time interaction." Recently, a web backend framework, with its outstanding asynchronous processing capabilities and deep optimization for real-time scenarios, ha…  ( 9 min )

June 14 2025 I gave my Hack Vega exam, and it went decently well. It wasn't too overwhelming, and I think I managed to answer most questions confidently. The exam had a mix of everything – logical reasoning, english and quant. Let’s hope it turns out well! I didn’t want to completely burn out, so I did a light DSA brush-up — nothing too intense, just revised some commonly used patterns and solved a few quick problems to keep the rhythm going. Even a little practice every day adds up. Later in the evening, I got curious and ended up reading about two system design topics randomly via ChatGPT. It’s fascinating how deep and layered system design can get. From scalable chat systems to caching mechanisms, there’s always something new to uncover. I wasn’t planning to dive into it today. Signing off Anisha 💗  ( 3 min )

Today was all about revisiting Step 5: Copywriting and it took more energy than expected. Copywriting Foundations I Revisited John Caples – The Copywriting: Tested Advertising Methods Joseph Sugarman – Triggers Together, these gave me a strong foundation for simplifying and clarifying the page copy. What I Changed Because of my growing affection for the project (as I mentioned in my last post), I had included too much detail, especially in the “Customer Testimonials” section. Here's what I did: Printed and categorized all review data Sorted by sentiment and theme to avoid bias Identified overlaps and cut redundancy Trimmed long sentences and replaced them with impactful phrases Removed weaker local testimonials (even the ones I liked), especially those that only worked because of local dialect. It hurt a little, but it helped the copy. Writing on paper helped me spot small contradictions in my draft and source materials, which explained why I’d been confused several times before. It was a relief to finally resolve them. What’s Next Next.js Tailwind CSS Framer Motion for subtle animations But before I lock them in, I want to survey new or trending tools to make sure I’m not missing out on anything valuable. Reflection The parts before anything takes form are where the real work, and real learning, happen. More updates tomorrow. Date: June 14, 2025 tags: portfolio, webdev, copywriting, ux, learning  ( 3 min )

Overview certwatch-js is a lightweight Node.js library designed to monitor the validity and configuration of SSL/TLS certificates used by web services, APIs, and infrastructure endpoints. It programmatically retrieves certificate metadata such as issuer, subject, validity period, and expiration date by establishing a secure connection to the target host. This information is then evaluated to determine whether the certificate is close to expiration or misconfigured. By integrating certwatch-js into DevOps pipelines, you can proactively detect issues like upcoming certificate expiry, self-signed or untrusted certs, and misaligned subject details. This helps prevent production outages, security incidents, or compliance violations due to overlooked certificate renewals. The tool is ideal for…  ( 4 min )

As a third-year student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "modern" web development. Today, as an explorer, combining my "ten-year veteran editor's" pickiness wit…  ( 10 min )

In a recent project, we ran into an interesting design limitation involving a status tracking system where multiple entities were tied to a single parent event. Each entity could become active or inactive at different times, but the system was recording status changes at the parent level, not individually. This led to a common but critical problem: updating the status for one entity ended up updating it for all related entities, even if some were still active. While this might be fine in tightly coupled scenarios, it didn’t reflect the real-world behavior of our system. The Problem The Solution A simple shift in data design made the system far more flexible and accurate.  ( 3 min )

In a recent project, we ran into an interesting design limitation involving a status tracking system where multiple entities were tied to a single parent event. Each entity could become active or inactive at different times, but the system was recording status changes at the parent level, not individually. This led to a common but critical problem: updating the status for one entity ended up updating it for all related entities, even if some were still active. While this might be fine in tightly coupled scenarios, it didn’t reflect the real-world behavior of our system. The Problem The Solution A simple shift in data design made the system far more flexible and accurate.  ( 3 min )

As a junior in computer science, I embarked on a project last semester to build a campus second-hand trading platform. This led me to discover the Hyperlane Rust HTTP framework. I was at a crossroads, needing a framework robust enough for peak end-of-semester trading and simple enough for a Rust novice like me to grasp quickly. Hyperlane didn't just meet my expectations; it exceeded them. I'm excited to share my journey with this impressive framework. ctx: A Thoughtfully Designed Abstraction My initial foray into writing route functions with Hyperlane introduced me to its Context (or ctx). I was immediately struck by its design. I remember when I first needed to retrieve the request method. In more conventional Rust HTTP frameworks, the code would typically look like this: let method = c…  ( 6 min )

Managing multiple asynchronous operations in JavaScript can become complex. Fortunately, JavaScript provides several built-in methods—.all(), .allSettled(), .race(), and .any()—to handle such operations gracefully. This blog provides a professional, structured comparison of these promise methods with real code examples and practical use cases. Understanding the Basics Promise.all() – Wait for All to Succeed Use Case Example const p1 = Promise.resolve('Result 1'); const p2 = Promise.resolve('Result 2'); const p3 = Promise.reject('Error in p3'); Promise.all([p1, p2, p3]) .then(results => console.log('All success:', results)) .catch(error => console.error('At least one failed:', error)); Output At least one failed: Error in p3 Promise.allSettled() – Wait for All to Finish (Regardless of Success or Failure) Use Case Promise.allSettled([p1, p2, p3]) .then(results => console.log('All settled:', results)); Output [ { status: 'fulfilled', value: 'Result 1' }, Promise.race() – First Settled Wins Use Case Example const fast = new Promise(resolve => setTimeout(() => resolve("Fast!"), 100)); const slow = new Promise(resolve => setTimeout(() => resolve("Slow!"), 500)); Promise.race([fast, slow]) .then(result => console.log('Winner:', result)); Output Winner: Fast! Promise.any() – First Successful Only Use Case Example const fail1 = Promise.reject("Fail 1"); const fail2 = Promise.reject("Fail 2"); const success = Promise.resolve("Success!"); Promise.any([fail1, fail2, success]) .then(result => console.log("First success:", result)) .catch(err => console.log("All failed", err)); Output First success: Success! Summary Use Promise.all() when everything must succeed. Use Promise.allSettled() to inspect all outcomes. Use Promise.race() for the fastest result (good or bad). Use Promise.any() to get the first successful result only.  ( 4 min )

netsec-analyzer A CLI tool to scan open ports, evaluate TLS configurations, and recommend Linux hardening practices. netsec-analyzer is a powerful command-line utility designed to assist DevOps engineers, cybersecurity professionals, and system administrators in identifying network vulnerabilities and improving server hardening practices. This tool offers rapid scanning of commonly used ports, audits TLS/SSL configurations for misconfigurations or weak ciphers, and provides actionable security recommendations for strengthening Linux-based server deployments. Open Port Scanner Scans a set of well-known and commonly targeted ports (e.g., 22, 80, 443, 3306, 5432) on the specified host to detect potentially exposed services. This helps you identify unnecessary or misconfigured services that …  ( 4 min )

As a third-year computer science student, code has, for me, long evolved from a sterile set of instructions into a language rich with logical beauty and creative delight. I've navigated the intricacies of algorithms and immersed myself in the complexities of engineering. Through countless late nights and debugging sessions, I've come to deeply appreciate how crucial an "understanding" development framework is for a developer. It not only significantly enhances our work efficiency but also allows us to experience a seamless, flowing satisfaction in the coding process. Recently, I had the good fortune to encounter such a framework. Its distinctive design philosophy and profound grasp of the developer's mental model made me feel as if I had discovered the "poetry and horizon" within the realm…  ( 9 min )

SwiftUI has revolutionized iOS development with its declarative approach, but performance optimization remains a critical concern for creating smooth, responsive apps. With the introduction of Instruments 26, Apple has provided developers with powerful new tools to identify and resolve SwiftUI performance bottlenecks. Performance problems in SwiftUI apps typically manifest as hitches, hangs, or delayed animations. These issues often stem from two primary causes: Long View Body Updates: When view body computations take too long, they can cause the app to miss frame deadlines, resulting in visible hitches during animations and scrolling. Unnecessary View Updates: Even fast view updates can accumulate and cause performance problems when too many views update unnecessarily in a single frame. …  ( 5 min )

Google isn't going to plan your career. You are the CEO of Me, Inc. This means you are responsible for: Product (Your Skills): Are they relevant and in demand? Marketing (Your Resume/LinkedIn): Does it tell a compelling story? Sales (Your Interviews): Can you close the deal? R&D (Your Learning): Are you investing in future growth? Finance (Your Salary): Are you being compensated at market rate? Once you adopt this mindset, everything changes. What's one thing you're doing this week to be a better CEO of your career?  ( 3 min )

What is a Promise? Fetching data from a server Reading a file Waiting for a timeout Instead of blocking everything, JavaScript says: "Hey! I'll do this task, and when I'm done, I'll let you know." A Promise can be in 3 states: Pending - task is not done yet Resolved - task completed successfully Rejected - task failed Basic Syntax of a Promise const promise = new Promise((resolve, reject) => { let success = true; if (success) { resolve("Task done!"); } else { reject("Something went wrong."); } }); promise .then((result) => { console.log(result); }) .catch((error) => { console.log(error); }); Real Example: Fake API Call function fakeAPICall() { return new Promise((resolve, reject) => { setTimeout(() => { resolve("Data received!"); }, 2000); }); } fakeAPICall() .then(data => console.log(data)) .catch(err => console.log(err)); Output after 2 seconds: Data received! Chaining Promises My Personal Tip You order (async task starts) You get food (resolve) Or delivery fails (reject) And .then() is what you do when food arrives Resources That Helped Me MDN Web Docs - Promises JavaScript.info - Promises Final Thoughts At first, I used to avoid Promises. But once I started coding with real APIs in React, I had to learn them - and I'm glad I did. If you're new to Promises, I hope this helped you simplify the concept! Drop a comment if you found this helpful or if you want me to write about async/await next! Thanks for reading! Follow me on Dev.to - this is just the start of my blog journey  ( 3 min )

If you’ve ever stared at a wall of escaped backslashes and quotes and thought “what am I even looking at?”, you’re not alone. JSON escaping and unescaping can be confusing — but once you understand the why and how, it becomes a powerful tool in your dev toolkit. JSON Escaping is the process of converting special characters in a string into their escaped equivalents so they can be safely included in JSON format. This ensures that characters like quotes, backslashes, and control characters don't break the JSON structure. JSON Unescaping is the reverse process - converting escaped characters back to their original form to make the string human-readable or usable in your application. Here are the most frequently escaped characters in JSON: " becomes \" \ becomes \\ / becomes \/ (optional b…  ( 5 min )

Day 1: First Encounter with Hyperlane I came across the Hyperlane Rust HTTP framework while browsing GitHub, and its advertised performance metrics immediately piqued my interest. The official documentation states: "Hyperlane is a high-performance, lightweight Rust HTTP framework. It's engineered to streamline modern web service development, striking a balance between flexibility and raw performance." I resolved to utilize it for my distributed systems course project. My first step was to add it as a dependency in my Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into Hyperlane's Context abstraction. In many conventional web frameworks, retrieving the request method might involve a sequence like this: let method = ctx.get_request().await.get_method(); Hyperlane, h…  ( 4 min )

🛠️ Taming Kafka Overload with BullMQ Queues and Smart Consumer Control When Kafka is producing messages like there's no tomorrow, things can spiral quickly. A high-throughput Kafka consumer doing too much can end up hogging shared resources like the database or Elasticsearch—especially if it’s living alongside critical services in the same pods or nodes. This post walks through a pattern that helps decouple processing, apply back-pressure, and keep systems healthy. In a typical setup: A REST service triggers events. A Kafka producer sends those events to a topic. A Kafka consumer picks up the messages and immediately does all the work—like calling DB, making API calls, indexing in Elasticsearch, logging, etc. This works… until it doesn’t. Under load, the consumer overwhelms the s…  ( 5 min )

The official docs for startTransition bring a problematic example, which is also mentioned in FAQ. But why doesn't the React team add an AbortSignal to the transition function? That way we can just check the cancellation status to avoid the dirty rendering. I understand it might be useless once the AsyncContext has been delivered. But before that, it makes the official example work correctly, right?  ( 3 min )

As a computer science student nearing my senior year, I've been fascinated by the progression of software architecture. From monolithic designs to Service-Oriented Architecture (SOA), and now to the widely adopted microservices model, each evolution has sought to overcome contemporary challenges, advancing software engineering towards improved efficiency, flexibility, and reliability. In my academic and practical endeavors, microservices—with their benefits like independent deployment, technological variety, and elastic scalability—have made a strong impression on me. Yet, microservices are not a panacea; they introduce new complexities along with their advantages. Choosing a suitable framework to navigate this microservices environment has been a key focus of my recent explorations. Fortu…  ( 9 min )

While building an application or authentication system, it's crucial to ensure that users have access only to the data they are authorized to view, and each access must be granted to verified users only. Unauthorized access to your data can raise concerns about your application's workflow and authenticity. OAuth 2.0 and OpenID Connect are two protocols that introduce security measures and token-based authentication for applications, adding a security layer to your application. These measures help make accessing your application data a secure and authentic process. The tokens used for this process are Access Tokens and Refresh Tokens. An access token is a short-lived token used to access data in your application. Whenever a user requests data, this token is verified for accessing the data.…  ( 5 min )

As a third-year computer science student, I often found myself grappling with the sluggishness of web applications. While textbooks painted pictures of efficiency, the reality of complex, real-world projects frequently led to frustration. My perspective on "efficiency" and "elegance" in web development shifted dramatically after I stumbled upon a particular open-source project. Initially, my expectations were modest. The market is saturated with frameworks, and for a new contender to make a mark, it needs to offer something truly exceptional. However, as I delved into its design documents—which were notably concise and focused—and experimented with its sample projects, which launched swiftly and consumed minimal resources, a gut feeling told me this could be the solution I'd been searching…  ( 6 min )

By Ivo Pereira | Web Developer & Cybersecurity Enthusiast Introduction In this post, I’ll break down ransomware in a way that’s simple, clear, and useful—whether you’re a student, a developer, or just someone who wants to stay safe online. What is Ransomware? Think of it like this: someone breaking into your house, changing all the locks, and asking you to pay to get back in. Worst part? Even if you pay, they might not hand over the keys. How Does Ransomware Work? Infection The attacker finds a way in through: 📨 Phishing Emails: Fake emails with links or attachments. 💻 Malvertising: Fake ads that install malware when clicked. 🌐 Compromised Websites: Drive-by downloads without your knowledge. 🔓 RDP Attacks: Brute-forcing weak remote desktop connections. Execution Once inside your system…  ( 5 min )

As a junior pursuing a degree in Computer Science and Technology, my programming endeavors often felt like an interminable cycle of "waiting." I'd wait for compilations to finish, for tests to run, and particularly when dealing with network requests and high concurrency in my course projects, the sluggish responses would make me question everything. My roommates shared these frustrations, often wondering aloud why our seemingly simple projects were so slow to respond. Then, I stumbled upon a framework, a piece of what felt like "black technology," that completely reshaped my understanding of web backend development. For the very first time, my code felt like it had wings. In this "adventure log," I aim to share my experiences as an ordinary junior, detailing my learning process and practic…  ( 7 min )

John Round Overview John Round is a highly accomplished expert in the fields of drug development, cell therapy, and extracellular vesicle nucleotide delivery. With a diverse skillset spanning GEO analysis, translational exosome engineering, and erythrocyte engineering, he is a sought-after consultant and advisor in the life sciences industry. Additionally, John is a seasoned venture capital investor, specializing in SSBCI programs and supporting early-stage life science startups. No verified education details available. GEO data analysis and interpretation Extracellular vesicle engineering for nucleotide delivery Translational exosome research and applications Erythrocyte-based drug delivery systems Cell therapy development and optimization No verified publications available. No verified awards available. Q: What is your approach to translational exosome engineering? Q: How do you apply your expertise in GEO data analysis to drug development? John Round's multifaceted expertise in the life sciences makes him a valuable asset to both academic and industry partners. His ability to bridge the gap between basic research and clinical translation, combined with his venture capital experience, positions him as a unique and highly sought-after collaborator. By continuing to push the boundaries of extracellular vesicle engineering, cell therapy development, and data-driven drug discovery, John is poised to make significant contributions to the advancement of human health. ORCID | Zenodo | GitHub This profile was generated and enriched by ScholarRank using AI and verified public data. For more information, visit https://scholarrank.ai.  ( 3 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

How runtime context helps AI make more accurate and correct changes to code EVGENII FROLIKOV ・ Jun 9  ( 2 min )

🌟 Hello! I’m André, a Staff Software Engineer and proud member of the AWS Community Builders program. With 9 AWS certifications earned along my journey, I’m constantly pushing the boundaries of what’s possible in the cloud. I’m passionate about designing scalable architectures, experimenting with emerging technologies like Generative AI, and giving back to the tech community by sharing what I learn. Excited to connect with fellow builders and innovators as we shape the future of cloud computing! 🚀 In this article, we’ll explore how you can build your own AI-powered video generation workflow using Amazon Bedrock, AWS Lambda, AWS Cloudwatch and Amazon S3. We'll leverage Amazon Nova Reels as the foundation model to generate custom videos based on text prompts provided by users. This soluti…  ( 5 min )

This is a submission for the Storyblok Challenge WriteWise is an AI-enhanced blogging platform that combines Storyblok's content management capabilities with intelligent writing assistance. It helps bloggers, content creators, and publications produce high-quality content faster while maintaining editorial control and brand consistency. The platform features an intelligent writing assistant that provides real-time suggestions, content optimization, and automated publishing workflows while preserving the human touch in content creation. Storyblok Space: https://app.storyblok.com/#!/me/spaces/567890/stories Code Repository: https://github.com/devuser/writeweise-ai-blog Licensed under MIT License Demo Video or Screenshots Frontend: Svelte Kit, Tailwind CSS, TypeScript Backend: Supabase (P…  ( 4 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

When learning the idea behind MCP Servers, I kept running into the same wall: tools that demo well but take hours to adapt and most focus on integrating with Claude Desktop directly, and not into a web stack... in local or deployed environments. So I built MCP Burst — not to compete with what’s out there, but to fill the gap I couldn’t find a fix for. Disclaimer: This post was written and formatted by my custom GPT, doing it's best to sound just like me! There are many impressive repos out there that make great use of MCP Servers, but watching others on YouTube implement them, I quickly realized that what I needed was a framework I could understand and so I built it utilizing the official SDK. MCP Burst is a minimal but complete(?) setup that you can run as-is or drop directly into any Nod…  ( 4 min )

Goroutines are one of the most powerful features in Go. With just one keyword go, you can execute functions concurrently and build highly scalable systems. But power comes with responsibility. In real world projects, careless use of goroutines can lead to memory leaks, deadlocks, race conditions, and unpredictable behavior. In this post, we’ll explore common goroutine pitfalls and how to avoid them with practical examples you can apply in production. A goroutine starts and never exits, typically because it's waiting forever on a channel or a blocking operation. func process(ch chan int) { for val := range ch { fmt.Println(val) } } func main() { ch := make(chan int) go process(ch) // forgot to close the channel } The process() goroutine never exits, leading to …  ( 5 min )

As a third-year student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "modern" web development. Today, as an explorer, combining my "ten-year veteran editor's" pickiness wit…  ( 10 min )

John Round Overview John Round is a leading expert in the fields of drug development, cell therapy, and extracellular vesicle nucleotide delivery. With a strong background in translational exosome engineering, erythrocyte engineering, and life science venture capital investment, he is a sought-after authority in the rapidly evolving world of biotechnology and regenerative medicine. Based in Rhode Island, John's innovative work has the potential to transform the way we approach critical health challenges. Ph.D. in Biomedical Engineering, Massachusetts Institute of Technology M.S. in Biomedical Engineering, University of Rhode Island B.S. in Biomedical Engineering, University of Rhode Island GEO (Genetically Engineered Organism) development Drug and cell therapy development Extr…  ( 4 min )

How I Moved a Subfolder to a New GitHub Repo With Full Git History Recently, I needed to move a subfolder named Day4 Backend from one of my large GitHub repositories (Backend-Practice) into a separate repository, while preserving the entire commit history of that folder. Turns out, this is totally possible — and actually quite easy using a powerful tool called git filter-repo. Here’s how I did it 👇 Git installed on your system git filter-repo – a faster and safer alternative to git filter-branch 💡 Install git filter-repo using pip: pip install git-filter-repo Source repository: https://github.com/Jv2350/Backend-Practice Subfolder to extract: Day4 Backend Target repository: https://github.com/Jv2350/Video-Hosting-Website My goal was to move only Day4 Backend into a new repository w…  ( 4 min )

CONTEXT AWS RDS is an essential and high-cost service. Improving its cost efficiency will help control an AWS account's overall expenses. For non-production environments, it is advisable to shut down RDS databases outside of working hours to reduce the unnecessary costs they incur. Usually, we utilize an event bridge scheduler to start and stop an RDS service via a Lambda function. This post shows the step-by-step Terraform code that elaborates on implementing this solution using AWS Systems Manager (SSM) Association. SOLUTION data "aws_iam_policy_document" "iam_ssm_policy_stop_aurora_cluster" { count = var.environment == "prod" ? 0 : 1 statement { sid = "StopAuroraCluster" effect = "Allow" actions = [ "rds:StopDBCluster", "rds:StartDBCluster" ] res…  ( 4 min )

As a third-year computer science student, code has, for me, long evolved from a sterile set of instructions into a language rich with logical beauty and creative delight. I've navigated the intricacies of algorithms and immersed myself in the complexities of engineering. Through countless late nights and debugging sessions, I've come to deeply appreciate how crucial an "understanding" development framework is for a developer. It not only significantly enhances our work efficiency but also allows us to experience a seamless, flowing satisfaction in the coding process. Recently, I had the good fortune to encounter such a framework. Its distinctive design philosophy and profound grasp of the developer's mental model made me feel as if I had discovered the "poetry and horizon" within the realm…  ( 9 min )

After much dedication and a significant learning curve, I'm delighted to share my interactive online resume! This project is particularly special to me because it's one of the very first project I built from the ground up while diving deep into the React. Key Features: Smooth Full-Page Snap Scroll ➡️ One of the core UX features is the snap-scroll navigation. This creates a polished, controlled scrolling experience where each section neatly snaps into view. How it works: Achieved primarily using CSS scroll-snap-type: y mandatory; on the main container and scroll-snap-align: start; on each section. This ensures that when a user scrolls, the viewport "snaps" to the beginning of a new section. I also implemented conditional snapping with Tailwind's responsive prefixes (sm:snap-none md:snap-y md:snap-mandatory) to ensure a smoother, more natural scrolling experience on mobile devices where content might extend beyond min-h-screen. Responsive Project Showcase 💻 My projects are displayed in a clean, responsive grid, making it easy to browse on any device. Check it Out! 👉 Live Demo: https://react-basic-resume.vercel.app/ The complete source code is also available on GitHub. Feel free to clone it, explore, and provide any feedback! 🧑‍💻 GitHub Repository: https://github.com/Gojer16/Personal-Resume Let's Connect! I'm currently seeking new opportunities, including networking, full-time roles, collaborations, and freelance projects. Don't hesitate to reach out! react #tailwindcss #framer-motion #webdevelopment #frontend #portfolio #javascript #career #opentowork  ( 3 min )

𝟭. 𝗦𝘄𝗮𝗴𝗴𝗲𝗿 𝗨𝗜 – 𝗟𝗼𝗰𝗮𝗹 𝗔𝗱-𝗛𝗼𝗰 𝗔𝗣𝗜 𝗧𝗲𝘀𝘁𝗶𝗻𝗴 Swagger UI provides an interactive web interface to visualize and test your OpenAPI documents locally. It is widely used to explore and verify API endpoints during development. 𝗣𝘂𝗿𝗽𝗼𝘀𝗲: Quickly test your API endpoints with an intuitive UI directly in your ASP.NET Core app. 𝗖𝗼𝗱𝗲 𝘀𝗻𝗶𝗽𝗽𝗲𝘁: builder.Services.AddOpenApi(); app.MapOpenApi(); app.UseSwaggerUI(options => Access it at: https://localhost: /swagger Enable "launchBrowser": true and set "launchUrl": "swagger" in launchSettings.json to auto-open the app at the Swagger UI URL using the HTTPS profile. 𝟮. 𝗦𝗰𝗮𝗹𝗮𝗿 – 𝗜𝗻𝘁𝗲𝗿𝗮𝗰𝘁𝗶𝘃𝗲 𝗔𝗣𝗜 𝗗𝗼𝗰𝘂𝗺𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻 Scalar is an open-source UI alternative for OpenAPI documentation, designed to provide an interactive experience similar to Swagger UI. 𝗣𝘂𝗿𝗽𝗼𝘀𝗲: Offer a clean and customizable interactive API doc experience integrated with your OpenAPI endpoint. 𝗖𝗼𝗱𝗲 𝘀𝗻𝗶𝗽𝗽𝗲𝘁: builder.Services.AddOpenApi(); Access it at: https://localhost: /scalar/v1 Set "launchBrowser": true and "launchUrl": "scalar/v1" in launchSettings.json to auto-launch the app at the Scalar UI URL with the HTTPS profile. 𝟯. 𝗦𝗽𝗲𝗰𝘁𝗿𝗮𝗹 – 𝗟𝗶𝗻𝘁𝗶𝗻𝗴 𝗢𝗽𝗲𝗻𝗔𝗣𝗜 𝗗𝗼𝗰𝘂𝗺𝗲𝗻𝘁𝘀 Spectral is a powerful linter that checks your OpenAPI document for errors and best practice violations during build time, helping ensure high-quality API definitions. 𝗣𝘂𝗿𝗽𝗼𝘀𝗲: Automatically validate and maintain consistency in your OpenAPI documents. 𝗦𝗲𝘁𝘂𝗽 𝘀𝗻𝗶𝗽𝗽𝗲𝘁 (𝗶𝗻 .𝗰𝘀𝗽𝗿𝗼𝗷): true $(MSBuildProjectDirectory) Run lint: spectral lint WebMinOpenApi.json 𝗪𝗵𝗶𝗰𝗵 𝘁𝗼𝗼𝗹 𝗱𝗼 𝘆𝗼𝘂 𝗿𝗲𝗹𝘆 𝗼𝗻 𝗺𝗼𝘀𝘁 𝗳𝗼𝗿 𝗔𝗣𝗜 𝗱𝗼𝗰𝘂𝗺𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻 𝗮𝗻𝗱 𝘁𝗲𝘀𝘁𝗶𝗻𝗴 𝗶𝗻 𝘆𝗼𝘂𝗿 𝗽𝗿𝗼𝗷𝗲𝗰𝘁𝘀? 𝗛𝗮𝘃𝗲 𝘆𝗼𝘂 𝘁𝗿𝗶𝗲𝗱 𝗰𝗼𝗺𝗯𝗶𝗻𝗶𝗻𝗴 𝘁𝗵𝗲𝘀𝗲 𝘁𝗼𝗼𝗹𝘀 𝗳𝗼𝗿 𝗮 𝗺𝗼𝗿𝗲 𝗿𝗼𝗯𝘂𝘀𝘁 𝗢𝗽𝗲𝗻𝗔𝗣𝗜 𝘄𝗼𝗿𝗸𝗳𝗹𝗼𝘄?  ( 3 min )

Enhance Your Retrieval Accuracy with Bedrock Knowledge Base Metadata In one of the projects where I worked with Retrieval-Augmented Generation (RAG) using AWS Bedrock and Knowledge Base, I encountered a retrieval accuracy issue. The client had multiple documents containing similar content, but each was tailored for different audiences. Imagine a high school textbook and a college textbook. Both may cover the same subject matter, but typically, the college version contains more advanced content. Now, how can we ensure that high school students only retrieve information from the high school materials, even when both files contain overlapping topics? The solution I implemented for this challenge was to use metadata filters. Metadata filters allow you to classify your files in a way that Bedro…  ( 4 min )

The world of business is evolving rapidly, and so are the expectations around how small and medium-sized enterprises (SMEs) manage their finances. In 2025, manual accounting systems and fragmented financial tools are no longer sustainable. Enter Accounting and Finance ERP—an integrated solution that combines automation, compliance, and real-time insights to drive smarter business decisions. The Problem with Traditional Accounting Systems Most small businesses still rely on a mix of spreadsheets, standalone billing software, and manual tax filing. These outdated workflows: Waste time in duplicate data entries Increase chances of human error Cause delays in financial reporting Make GST and tax compliance difficult Worse, financial data often sits in silos, disconnected from inventory, sale…  ( 4 min )

As a third-year student deeply passionate about computer science, I am often amazed by the captivating "real-time" nature of modern internet applications. Whether it's the split-second delivery of messages in instant messaging software, the seamless synchronization of multi-person editing in online collaborative documents, or the millisecond-level data refresh on financial trading platforms, these seemingly ordinary functions are all supported by powerful backend technologies. In my exploratory journey, the combination of asynchronous programming and high-performance frameworks has proven to be key to achieving this "pulse of real-time interaction." Recently, a web backend framework, with its outstanding asynchronous processing capabilities and deep optimization for real-time scenarios, ha…  ( 9 min )

best registered agent for startups Choosing a secure licensed agent in Oklahoma is an important decision for any type of business entity operating within the state. This function is not simply a procedure; it acts as an essential factor of get in touch with in between federal government entities and business, dealing with vital documents like solution of procedure, official federal government interactions, and compliance-related notices. A trusted licensed representative guarantees that all legal files are received and processed immediately, guarding business from unintended non-compliance charges which might be extreme. Offered the personal nature of the files handled, the security protocols adopted by a registered representative are vital. Such measures shield versus data violations and…  ( 6 min )

Ever feel like your Windows machine is hosting a GitHub account meetup—your personal projects in one corner, work repos in another—and you’re stuck with the wrong name tag? Fear not. In this post, I’ll show you how to juggle multiple GitHub accounts and keep your branches as organized as your desktop icons (well, almost). Expect a few laughs, zero hair-pulling, and a workflow that actually scales on Windows. The Windows SSH Setup: Keys & Pageant or OpenSSH Git Config: Who Am I Today? Branching Like a Boss Switching Contexts Without Facepalms Windows‑Specific Pro Tips & Pitfalls Wrap-Up: Your Workflow, Upgraded Goal: One Windows PC, two (or more) GitHub personae, zero confusion. Open Git Bash (or your preferred shell): # Personal key ssh-keygen -t ed25519 -C "you.personal@example.com" -f ~…  ( 5 min )

I recently run into an issue, I wanted to use zsh instead of sh or bash in the vs-codium terminal, I installed it as a flatpak. Understand the problem: The Flatpak app runs in an isolated sandbox; It can't access your real shell (/usr/bin/zsh) directly. Solution: you need host-spawn to bridge between sandbox and host system. How to Check if You're Using Flatpak flatpak list | grep codium If you see output like: com.vscodium.codium, you are using the Flatpak version If You Are Using the Flatpak Version: host-spawn: sudo apt install flatpak-xdg-utils flatpak override --user --filesystem=host com.vscodium.codium 2- Update your settings like (ctrl + shift + P, open user settings (json) ): "terminal.integrated.defaultProfile.linux": "zsh", "terminal.integrated.profiles.linux": { "zsh": { "path": "/app/bin/host-spawn", "args": ["zsh"], "icon": "terminal-bash", "overrideName": true } } Good luck :)  ( 3 min )

Entre las nuevas funcionalidades y herramientas presentadas en el marco de AWS Re:Invent se incluyó el programa de formación sobre herramientas de administración financiera aplicados a la nube dentro de AWS. Los principios fundamentales de esta estrategia son los siguientes: Planear y evaluar Administrar y controlar Monitorear y asignar Optimizar y ahorrar Basado en estos principios Cloud Financial Management (CFM) es una estrategia que tiene como objetivo fundamental ayudar a líderes técnicos y de negocio en la implementación de infraestructura nube que agregue valor de negocio de forma óptima para organizaciones sin importar el sector en el que se encuentren -en una entrega más adelante hablaremos a detalle de esta herramienta. Esta estrategia abarca las diferentes herramientas que brin…  ( 4 min )

Uber’s meteoric growth and global reach depend on the ability to process, analyze, and react to massive streams of data in real time. At the heart of this capability is Apache Kafka, which Uber has transformed into a highly customized, resilient, and scalable backbone for its data infrastructure. Here’s a deep dive into how Kafka powers Uber’s core systems, from ride requests to dynamic pricing. Uber’s business hinges on real-time data: rider and driver locations, trip events, payments, and more. Kafka was chosen for its ability to: Handle trillions of messages and petabytes of data daily Provide high throughput and low latency Guarantee durability and fault tolerance Support both batch and real-time processing Scalability & Reliability: Instead of one monolithic Kafka cluster, Uber operat…  ( 4 min )

Hey Dev Community! I recently built InkSpire, a full-stack blogging platform focused on a seamless writing experience for developers. It features Markdown editing, blog analytics, dark mode, and even AI-powered assistance (using Gemini) for generating titles, outlines, and summaries. I created this project to learn how to integrate AI with traditional content platforms, and to build something that I (as a developer-writer) would actually use. 👉 Check out Live - https://ink-spire-lac.vercel.app/ https://github.com/SACHIN2026/InkSpire I'm proud of how far it's come and open to feedback, issues, or contributions. Would love to know what you think — and if you'd use a platform like t  ( 3 min )

As a third-year student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "modern" web development. Today, as an explorer, combining my "ten-year veteran editor's" pickiness wit…  ( 10 min )

Hi there! I'm Maneshwar. Right now, I’m building LiveAPI, a first-of-its-kind tool that helps you automatically index API endpoints across all your repositories. LiveAPI makes it easier to discover, understand, and interact with APIs in large infrastructures. Integrating dynamic service discovery into NGINX is a common need in modern microservices environments. For example, if you use Nomad and Consul for service orchestration, you want NGINX to route traffic to the right service instances discovered in Consul. The ngx_http_consul_backend_module lets NGINX query Consul at request time. In a location block you can write consul $backend service-name; to have NGINX set the variable (e.g. $backend) to one of the healthy IP:PORTs for that service. This means no manual NGINX reloads when …  ( 9 min )

Hi there! I'm Shrijith Venkatrama, founder of Hexmos. Right now, I’m building LiveAPI, a first of its kind tool for helping you automatically index API endpoints across all your repositories. LiveAPI helps you discover, understand and use APIs in large tech infrastructures with ease. Google Cloud Platform (GCP) has a ton of services, but most developers stick to the usual suspects like Compute Engine, BigQuery, or Kubernetes. There’s a whole world of lesser-known tools that can make your life easier, save time, or solve problems you didn’t even know you had. Let’s dive into some of these under-the-radar GCP services with practical examples and details to show you what they can do. No fluff, just stuff you can actually use. Cloud Run is GCP’s serverless platform for running containers witho…  ( 8 min )

📘 Replicação e Sharding: Conceitos, Diferenças e Vantagens 1. Introdução Sistemas de banco de dados distribuídos muitas vezes precisam lidar com grandes volumes de dados, alta disponibilidade e tolerância a falhas. Para atender essas demandas, duas técnicas fundamentais são amplamente utilizadas: replicação e sharding. Replicação é o processo de copiar e manter os mesmos dados em múltiplos servidores Um servidor principal aceita operações de escrita. Um ou mais servidores secundários Replicas mantêm cópias sincronizadas dos dados. As réplicas geralmente são atualizadas de forma assíncrona ou semissíncrona. Alta disponibilidade: se o servidor principal falhar, uma réplica pode assumir seu papel. Melhor desempenho de leitura: consultas podem ser distribuídas entre os nós. Back…  ( 3 min )

This is a submission for Frontend Challenge - June Celebrations, Perfect Landing: June Celebrations What I Built Interactive CSS Art Pride Flag - A clickable animated Pride flag that triggers colorful fireworks when clicked Demo link: https://june-pride-month.netlify.app/ https://github.com/Amaljithuk/june-css-joy Click the Pride flag in the hero section to see fireworks! 🎆 React with TypeScript What I'm Proud Of: Interactive Fireworks Animation - The clickable Pride flag that triggers a burst of colorful fireworks and sparkles Custom CSS keyframe animations for flag waving, heart beating, and firework explosions Dynamic gradient backgrounds that shift and pulse Hover effects that transform cards with scaling, rotation, and color changes Responsive design using CSS Grid and Flexbox  ( 4 min )

Reference Introduction In AWS (Amazon Web Services), Elastic Compute Cloud (EC2) instances are widely used for running applications, websites, and services. However, one common issue many users face is forgetting to shut down unused instances — leading to unnecessary billing. This project solves that problem by automatically shutting down idle EC2 instances if they remain inactive for more than 5 minutes and notifying the user instantly via email or SMS. CloudWatch, Lambda, and SNS, we can build an intelligent, self-managing solution that minimizes costs and ensures no resource goes wasted. Whether you’re a solo developer, startup, or enterprise team, this mini project is a simple but powerful way to automate your cloud operations and improve cost efficiency. What is Lambda ?? AWS Lam…  ( 6 min )

🚀 Launching My Portfolio – Mohammad Razak A I'm excited to share something I've been crafting for a while—my personal developer portfolio website is now live! 👉 https://mohammadrazak.xyz 🧑‍💻 About Me 🔍 What You'll Find on My Portfolio 🎨 Skills & Tech Stack 📄 Resume & Contact 🔧 Tech Stack Used Backend (for some projects): Node.js, Express Design: Figma, Adobe XD Deployment: GitHub Pages & Nginx on Ubuntu Domain: mohammadrazak.xyz 🌐 Why I Built It Share my coding journey Highlight the work I’m proud of Practice real-world deployment Learn about SEO, domain hosting, and server configuration 📈 Bonus: SEO & Analytics 📣 Check It Out! I’d love your feedback—whether it's about design, performance, SEO, or accessibility! Thanks for reading! 🔗 GitHub | 🔗 LinkedIn  ( 3 min )

As a third-year computer science student, my curiosity constantly pushes me to explore new technologies. Through numerous coding and deployment experiences, I've come to appreciate that beyond performance and elegant design, security and reliability are paramount for any software system. In an era marked by frequent data breaches and evolving cyber-attacks, constructing robust digital defenses for applications is a primary concern for developers. Recently, my exploration of a Rust-based web backend framework left me impressed by its comprehensive security features. This experience has significantly reshaped my understanding of how to build secure and reliable applications. The Critical Importance of Security in the Digital Age Modern web applications manage vast quantities of sensitive dat…  ( 6 min )

Applying for a job can be tough — especially when you realize you need to customize your resume and cover letter for every single application. It’s a frustrating process that many job seekers (including me, a developer who’s been there) find overwhelming and time-intensive. I remember sitting in front of my computer, swapping phrases in my resume, trying to match keywords from the job description, and wondering if recruiters were even reading it. It felt unfair — you put in all this effort, only to blend in with countless other resumes. So I decided to solve this problem once and for all. That’s when I built Job Apply Guru — a tool designed to help you match your resume to a job description in minutes. Job descriptions are filled with keywords, responsibilities, and qualifications that recruiters use to filter applications. If your resume doesn’t reflect those keywords, your application may get dismissed by automated Applicant Tracking Systems (ATS) or recruiters who quickly skim your submission. To maximize your chances of getting noticed, your resume should highlight the skills and experiences most relevant to the job you’re applying for. Job Apply Guru lets you: ✅ Analyze a job description instantly: It parses the posting to find key skills, responsibilities, and requirements. As a software developer, I fell into this trap myself — spending hours tailoring resumes and cover letters for each application. It felt frustrating, inefficient, and demotivating. Job Apply Guru was born from this experience. I wanted to streamline the process for myself and for everyone else who finds it tough to keep up in a competitive job market. 🚀 Ready to match your resume to your dream job in minutes? Visit Job Apply Guru today and let it do the heavy lifting for you.  ( 4 min )

Applying for a job can be tough — especially when you realize you need to customize your resume and cover letter for every single application. It’s a frustrating process that many job seekers (including me, a developer who’s been there) find overwhelming and time-intensive. I remember sitting in front of my computer, swapping phrases in my resume, trying to match keywords from the job description, and wondering if recruiters were even reading it. It felt unfair — you put in all this effort, only to blend in with countless other resumes. So I decided to solve this problem once and for all. That’s when I built Job Apply Guru — a tool designed to help you match your resume to a job description in minutes. Job descriptions are filled with keywords, responsibilities, and qualifications that recruiters use to filter applications. If your resume doesn’t reflect those keywords, your application may get dismissed by automated Applicant Tracking Systems (ATS) or recruiters who quickly skim your submission. To maximize your chances of getting noticed, your resume should highlight the skills and experiences most relevant to the job you’re applying for. Job Apply Guru lets you: ✅ Analyze a job description instantly: It parses the posting to find key skills, responsibilities, and requirements. As a software developer, I fell into this trap myself — spending hours tailoring resumes and cover letters for each application. It felt frustrating, inefficient, and demotivating. Job Apply Guru was born from this experience. I wanted to streamline the process for myself and for everyone else who finds it tough to keep up in a competitive job market. 🚀 Ready to match your resume to your dream job in minutes? Visit Job Apply Guru today and let it do the heavy lifting for you.  ( 4 min )

In today’s fast-paced digital world, your users expect your services to be always available and reliable. This isn’t just a preference—it’s a necessity. Whether you’re running a SaaS platform, a website, or any kind of online infrastructure, outages can happen. When they do, clear, proactive communication can make the difference between a minor hiccup and a major trust issue. That’s where a status page becomes essential. Before diving into Cachet, let’s explore why a dedicated status page is a must-have: Transparency Builds Trust Reduces Support Load Centralized Communication Incident History Professionalism Meet Cachet: The Elegant, Open-Source Status Page Cachet is a powerful, open-source status page system built with PHP and the Laravel framework. It enables you to…  ( 4 min )

What are the different data types present in javascript? Primitive types String - It represents a series of characters and is written with quotes. A string can be represented using a single or a double quote. Example : var str = "Vivek Singh Bisht"; //using double quotes Explain Hoisting in javascript. Hoisting is the default behaviour of javascript where all the variable and function declarations are moved on top. This means that irrespective of where the variables and functions are declared, they are moved on top of the scope. The scope can be both local and global. Example 1: hoistedVariable = 3; var hoistedVariable; Why do we use the word “debugger” in javascript? Difference between “ == “ and “ === “ operators. Both are comparison operators. The difference between both the operators is that “==” is used to compare values whereas, “ === “ is used to compare both values and types. Example: var x = 2; Difference between var and let keyword in javascript. Some differences are From the very beginning, the 'var' keyword was used in JavaScript programming whereas the keyword 'let' was just added in 2015. javascript. String coercion Example 1: var x = 3; Is javascript a statically typed or a dynamically typed language? JavaScript is a dynamically typed language. In a dynamically typed language, the type of a variable is checked during run-time in contrast to a statically typed language, where the type of a variable is checked during compile-time.  ( 4 min )

As a third-year student deeply passionate about computer science, I am often amazed by the captivating "real-time" nature of modern internet applications. Whether it's the split-second delivery of messages in instant messaging software, the seamless synchronization of multi-person editing in online collaborative documents, or the millisecond-level data refresh on financial trading platforms, these seemingly ordinary functions are all supported by powerful backend technologies. In my exploratory journey, the combination of asynchronous programming and high-performance frameworks has proven to be key to achieving this "pulse of real-time interaction." Recently, a web backend framework, with its outstanding asynchronous processing capabilities and deep optimization for real-time scenarios, ha…  ( 9 min )

Welcome to Day 8 of the 180 Days of Frontend Development Challenge. Today's focus is on mastering HTML image implementation, with particular emphasis on accessibility through proper alt text usage and performance optimization techniques. The Fundamentals of HTML Images Images are embedded using the element, a self-closing tag requiring two essential attributes: Core Attributes src - Specifies the image file path (relative or absolute) alt - Provides alternative text description (mandatory for accessibility) width/height - Defines display dimensions in pixels (prevents layout shifts) loading - Enables lazy loading when set to "lazy" srcset - Facilitates responsive image delivery The Essential Alt Attribu…  ( 4 min )

🚀 Introduction 🛠️ Technologies Used React & TypeScript: For building a dynamic and type-safe user interface. Tailwind CSS: To design a sleek and responsive UI with utility-first CSS classes. Vite: A fast build tool that offers an efficient development experience. AWS: Utilized for deploying and hosting the application, ensuring scalability and reliability. 🎯 Key Features Smooth Animations: Enhanced user experience with fluid transitions and interactions. High Score Tracking: Keeps track of the player's highest scores for added competitiveness. AWS Deployment: The application is deployed on AWS, ensuring high availability and performance. 🧪 Getting Started Clone the Repository: git clone https://github.com/LinhDangDev/build-games-with-amazon-q-cli-line98-icon-aws.git cd build-games-with-amazon-q-cli-line98-icon-aws Install Dependencies: npm install Start the Development Server: npm run dev 🤖 How Amazon Q CLI Enhanced Development Project Initialization: Quickly scaffolded the project structure with best practices in mind. Code Generation: Assisted in writing React components and TypeScript interfaces, reducing boilerplate code. Deployment Automation: Simplified the deployment process to AWS, handling configurations and optimizations. Continuous Assistance: Provided real-time suggestions and solutions during development, acting as an intelligent pair programmer. 📚 Conclusion Feel free to explore the GitHub repository Github for more details. Link Demo: Youtube  ( 4 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

I’ve been working on a smart fitness project that I’m super excited about — I didn’t post about it earlier (was deep in the build mode the last 2 days 😅) — but imagine this: upload a photo of any gym equipment and instantly get 2–3 beginner-friendly exercises, complete with videos, tips, and targeted muscle info! 💪📸 No fitness knowledge? No problem. Next up: Designing the UI to actually show this magic ✨ If you're into fitness, AI, LLMs, or just love seeing creative tools come to life — I’d love to hear your thoughts! 💬  ( 3 min )

GitHub Cheat Sheet for Contributions This cheat sheet focuses on the most used Git commands and those critical for open source contributions, such as cloning, branching, committing, pushing, pulling, merging, and handling conflicts. It’s designed for efficient collaboration on GitHub, incorporating key definitions and commands for contribution workflows. Local repository: A directory on your machine containing project code and files. Remote repository: An online version hosted on platforms like GitHub. Cloning: Copying a repository to a new directory. Commit: A snapshot of project changes you can revert to. Branch: An isolated copy of the project for working without affecting the main project. Git merge: Combining two branches. .gitignore file: Lists files Git should not track (e.g., lar…  ( 6 min )

Day 1: First Encounter with Hyperlane I came across the Hyperlane Rust HTTP framework while browsing GitHub, and its advertised performance metrics immediately piqued my interest. The official documentation states: "Hyperlane is a high-performance, lightweight Rust HTTP framework. It's engineered to streamline modern web service development, striking a balance between flexibility and raw performance." I resolved to utilize it for my distributed systems course project. My first step was to add it as a dependency in my Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into Hyperlane's Context abstraction. In many conventional web frameworks, retrieving the request method might involve a sequence like this: let method = ctx.get_request().await.get_method(); Hyperlane, h…  ( 4 min )

Any student feels much more comfortable in applying his coding skills once he manages to gain coding fluency as he learns to code. Coding fluency is a developer’s ability to read, write and create code with high speed, accuracy and correct expression of thought. It is a skill that allows a programmer to operate freely with the syntax of a programming language without thinking about basic constructs and without constantly referring to documentation. Just like touch typing transforms how you interact with a keyboard, coding fluency transforms how you interact with code. A beginner programming student would require a systemic approach to coding, combining theory, practice, and bug handling. Here are a few easy tips to assist a learner on this path: Simple understanding of the coding basics is…  ( 4 min )

How I Reduced Kubernetes GPU Monitoring API Calls by 75% Managing GPU resources in large Kubernetes clusters? Your API server probably hates your monitoring queries. Here's how I fixed it. Monitoring 100+ GPU nodes was killing our API server: 3,000+ API requests per minute Query timeouts (5+ seconds) 80% CPU spikes during monitoring 25% infrastructure cost increase Most tools do this: // Wrong: N×M API calls for _, namespace := range namespaces { for _, node := range gpuNodes { pods := client.Pods(namespace).List(fieldSelector: node) // Process pods... } } // Result: 50 nodes × 20 namespaces = 1,000 API calls! Instead, do this: // Right: 1+M API calls nodes := client.Nodes().List(labelSelector: "gpu=true") // 1 call for _, namespace := range namespaces { allPods := client.Pods(namespace).List() // M calls // Filter client-side for GPU nodes } // Result: 1 + 20 = 21 API calls (95% reduction!) Before: 1,000 API calls, 60 seconds, 400MB memory After: 21 API calls, 5 seconds, 50MB memory Performance gains: 97% fewer API calls 90% faster execution 75% less memory usage I built k8s-gpu-analyzer to solve this: wget https://github.com/Kevinz857/k8s-gpu-analyzer/releases/latest/download/k8s-gpu-analyzer-linux-amd64 chmod +x k8s-gpu-analyzer-linux-amd64 ./k8s-gpu-analyzer --node-labels "gpu=true" Features: Multi-platform binaries Flexible filtering Zero dependencies Production-ready Batch API calls whenever possible Use server-side filtering (label selectors) Move computation to client-side Design for 10x scale from day one GitHub: https://github.com/Kevinz857/k8s-gpu-analyzer What's your biggest K8s performance challenge? 👇  ( 3 min )

In this tutorial, we will configure AWS and create a GitLab CI/CD job that lists all buckets using AWS CLI - all this without configuring authentication credentials in GitLab. In enterprise CI/CD, exchanging a short-lived OIDC token for AWS STS credentials is far safer and more maintainable than defining AWS_ACCESS_KEY_ID/AWS_SECRET_ACCESS_KEY as secret environment variables. Using OIDC instead of static AWS keys means: No long-lived secrets to leak or rotate Context-scoped access (project/branch/environment) Auto-expiring STS tokens for a tiny attack window Precise audit trails tied to each pipeline/job To get this to work, we need to complete 4 steps: For this step, we will use the AWS console. Inside IAM, identify the menu item called "Identity providers". From there, click on "Add pr…  ( 4 min )

Trackly – A Clean SaaS Landing Page Built with Only HTML & CSS Hey devs 👋, As part of my frontend journey, I wanted to challenge myself by building a real-world landing page using just HTML and CSS — no frameworks, no libraries. This is where Trackly was born — a fictional productivity tool for developers and teams. Trackly is a clean, responsive landing page that includes: A modern hero section with clear CTA Feature highlights section Testimonial card layout Footer with branding and links Consistent spacing, clean typography, and accessible contrast HTML5 – Semantic structure CSS3 – Responsive layout, Flexbox-based GitHub – Version control GitHub Pages – Free deployment 🔗 Live Demo – Trackly on GitHub Pages 💻 Source Code – GitHub Repo As an aspiring frontend developer, I believe in learning by building. This project helped me sharpen my fundamentals in layout, spacing, and visual structure. I aimed to keep it clean, professional, and mobile-friendly, similar to what real SaaS companies use. If you’re a developer, designer, or just curious — I’d love your feedback. ⭐ A star on the repo or comments on improvement are always appreciated. Let’s connect: GitHub X (Twitter) Drop your thoughts below! 💬  ( 3 min )

One thing I learned about: The fastest way to set up a blockchain node (II) (Perhaps) the fastest way to set up a blockchain node is to start a light Celestia node in your browser: https://lumina.rs/ 🔽🛠️Resources🔽 @celestia: https://celestia.org/  ( 4 min )

Purple Ball Game is a fun 2D platformer created using Python, Pygame, and Amazon Q CLI. You control a purple ball using WASD keys to move and jump across levels filled with traps and platforms. A unique feature of the game is the invisibility mode – press Z to go invisible and pass through obstacles (with a cooldown for balance). Each level increases in difficulty, introducing new layouts and challenges. The game teaches key concepts like sprite movement, event handling, collision detection, and game loops – making it a great starter project for beginners. Amazon Q CLI helped speed up development by generating code for player movement, collision logic, and even the invisibility mechanic. It saved hours of debugging and made the game-building process smoother and more fun. If you're learning game dev or want to see how AI can enhance coding, this project is a perfect example. Give it a try and build your own twist on it! AmazonQCLI #Pygame  ( 3 min )

As a third-year computer science student, my curiosity constantly pushes me to explore new technologies. Through numerous coding and deployment experiences, I've come to appreciate that beyond performance and elegant design, security and reliability are paramount for any software system. In an era marked by frequent data breaches and evolving cyber-attacks, constructing robust digital defenses for applications is a primary concern for developers. Recently, my exploration of a Rust-based web backend framework left me impressed by its comprehensive security features. This experience has significantly reshaped my understanding of how to build secure and reliable applications. The Critical Importance of Security in the Digital Age Modern web applications manage vast quantities of sensitive dat…  ( 6 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

Mastering Design Patterns to Solve Real Development Challenges: Introduction: Design patterns are not just something developers learn for exams or interviews. They are practical solutions to recurring problems in software development. These patterns help create clean, maintainable, and reusable code. Whether you are building enterprise-level applications or small microservices, the right design pattern can simplify your codebase and improve long-term development efficiency. This article walks through five widely-used design patterns in Java, each accompanied by a real-world use case. Singleton Pattern: Purpose: Ensure that a class has only one instance while providing a global point of access to it. Real-world scenario: You are building a logging service. You do not want m…  ( 5 min )

Note: ✋ This post was originally published on my blog wiki-cloud.co Introduction A central component in many traditional business infrastructures has been the mainframe, a platform that for decades has served as the backbone of critical applications, especially in sectors such as banking, insurance, retail, government, among others. Mainframe systems are known for their reliability, high performance, and ability to process large volumes of transactions. However, they represent a significant challenge today because they are expensive to maintain, difficult to integrate with modern technologies, and there is a growing shortage of professionals trained in languages ​​such as COBOL, PL/I or assembler. One of the biggest challenges facing organizations is precisely the migration of applicatio…  ( 6 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

In this article, we will review loadJson function in Tsup source code. We will look at: loadJson function definition. jsoncParse function definition. Where is loadJson invoked? At line 10, in a file named load.ts, in Tsup source code, you will find the below code: const loadJson = async (filepath: string) => { try { return jsoncParse(await fs.promises.readFile(filepath, 'utf8')) } catch (error) { if (error instanceof Error) { throw new Error( `Failed to parse ${path.relative(process.cwd(), filepath)}: ${ error.message }`, ) } else { throw error } } } jsoncParse is returned by this loadJson function and is called with a parameter: return jsoncParse(await fs.promises.readFile(filepath, 'utf8')) In the catch block, if…  ( 4 min )

Excited to share my latest personal project: a fully functional Space Invaders game built with Python and Pygame! 🚀🎮 This project was a fantastic learning experience, diving deep into game development fundamentals. I've implemented: Classic arcade gameplay with multiple enemy types Check out the code, play the game, and let me know your thoughts! All feedback is welcome. GitHub Repository: https://github.com/Matheesha007/Space-Invaders Python #Pygame #GameDevelopment #GameDev #AIassisted #AmazonQ #SoftwareDevelopment #PersonalProject #SpaceInvaders"  ( 3 min )

Directory Reading Fundamentals Working with directories is a cornerstone of file system operations in Go. The standard library provides several approaches to read directory contents, each designed for different use cases and performance requirements. The most straightforward way to read a directory is using the os.ReadDir function, which returns a slice of DirEntry objects representing the directory's contents. This function automatically sorts entries by filename, providing predictable iteration order: entries, err := os.ReadDir("/path/to/directory") if err != nil { log.Fatal(err) } for _, entry := range entries { fmt.Println(entry.Name()) } The ReadDir function is built on top of the ReadDirFS interface, which defines the contract for any file system that can read directories…  ( 13 min )

Cloud applications are the backbone of modern software ecosystems, enabling scalability, flexibility, and rapid innovation. Choosing the right programming language and tooling is critical for building robust, maintainable cloud solutions. TypeScript has emerged as a leading choice for cloud-native development, thanks to its combination of JavaScript's flexibility with powerful static typing and developer tooling. What Makes Cloud Applications Unique? Distributed across multiple servers or services Built with microservices or serverless functions Designed to scale dynamically Composed of many components that interact via APIs Developed and maintained by teams of various sizes Expected to be reliable, maintainable, and secure These characteristics pose challenges that require solid tooling a…  ( 5 min )

If programming is about solving problems, then meetings are about talking about solving problems. Or, if we’re being honest, sometimes just talking full stop (some people love the sound of their own voices). Don’t get me wrong... some meetings are genuinely useful. Sprint planning, architecture chats, roadmap sessions that actually go somewhere. But let’s face it: not all meetings are cut from the same cloth. Some are just glorified calendar clutter. If I had a pound for every time I’ve heard that (or thought it silently while slowly dying inside) I’d probably have enough to retire. Or at the very least, a fancy coffee with some oat milk nonsense (Sorry! I just prefer lots of black coffee but that's just me). You log onto a 15 minute Teams call with ten other people. No one’s quite sure w…  ( 4 min )

Web アプリを効率的に開発するには、機能を小さな部品に分割して考えることが大切です。この部品こそが コンポーネント (Components) です。 コンポーネントは、再利用可能な UI の塊です。例えば、EC サイトであれば、商品カード、カートのアイコン、検索バーなど、それぞれを一つのコンポーネントとして作成できます。 +--------------------------+ | App.vue | | (ルート コンポーネント) | +------------+-------------+ | +-------------+-------------+ | | +--------+------------+ +--------+------------+ | Header.vue | | MainContent.vue | | (親 コンポーネント) | | (親 コンポーネント) | +---------------------+ +----+----------------+ | +-------------------+-------+ | | +----------+----------+ +-----------+---------+ | ProductCard.vue | | Button.vue | | (子 コンポーネント) | | (子 コンポーネント) | +---------------------+ +---------------------+ ルート コンポーネント (App.vue): アプリ全体の玄関口となる、最も上位のコンポーネントです。 親 コンポーネント: 複数の子コンポーネントをまとめる役割を持つコンポーネントです。 子 コンポーネント: 親コンポーネントの中に組み込まれる、より小さな単位のコンポーネントです。 コンポーネントは、それぞれが独立した機能とスタイルを持つため、個別に開発・テストができ、チーム開発でも非常に役立ちます。  ( 3 min )

Vue テンプレートで頻繁に使うディレクティブを学びましょう。これらは HTML 要素に特別な機能を追加します。 ディレクティブ 略記 説明 例 v-bind : HTML 属性にデータをバインドする v-model なし フォーム要素とデータを双方向バインド v-on @ イベントを監視し、処理を実行 v-if なし 条件で要素の表示/非表示を切り替え (DOM 削除) v-show なし 条件で要素の表示/非表示を切り替え (CSS display: none) v-for なし リストの要素を繰り返し描画 v-bind HTML 属性にリアクティブなデータをバインドします。 略記: : 例: src 属性に画像の URL を、class 属性に動的に変更したい CSS クラスをバインド。 import { ref } from 'vue' const imageUrl = 'https://example.com/image.jpg' const imageAlt = 'サンプル画像' const isActive = ref(true) …  ( 4 min )

Vue 3 では、Composition API という新しい API が導入され、より柔軟で再利用しやすいコードを書けるようになりました。それまでの Options API (data, methods, computedなどで区切る形式) に比べて、関連するロジックをまとめて記述できるのが特徴です。 Composition API の核となる関数群を見てみましょう。 ref() リアクティブな (変化が自動で UI に反映される) 変数を作成します。 プリミティブ型 (文字列, 数値など) の値をリアクティブにしたい場合に使います。 値にアクセスする際は .value を付けます。 (例: myVariable.value) カウント: {{ count }} カウントアップ import { ref } from 'vue' // リアクティブな変数として count を定義 const count = ref(0) const increment = () => { // .value で値にアクセス count.value++ } computed() リアクティブなデータに基づいて、新しいリアクティブな値を生成します。 依存するデータが変更されたときだけ再計算されます。キャッシュされるので効率的です。 フルネーム: {{ fullNam…  ( 4 min )

いよいよ、 Web アプリの「見た目」と「動き」を作る主役、Vue (ヴュー) について深掘りしていきます。 Vue は、学習コストが低く、直感的に使えるため、初心者にも非常におすすめのフレームワークです。 直感的で学びやすい: シンプルで分かりやすい API 設計がなされており、Web 開発の基礎知識があれば始められます。公式ドキュメントも非常に充実しています。 軽量で高速: パフォーマンスが高く、動作が軽いため、ユーザー体験の良いアプリケーションを構築できます。 フレームワーク である: 標準的で高品質な開発環境をすぐに構築できます。個別のライブラリ選定や複雑な設定に時間を費やす必要はありません。 プログレッシブ 指向: 小さな機能から大規模なアプリまで、段階的に、且つ柔軟に適用できるという特性を持っています。 後方互換性 と マイグレーション への配慮: Vue では、利用者が長期にわたってプロジェクトを安定して保守・発展できることが重視されています。そのために、新機能設計で後方互換性を考慮したり、マイグレーションガイドの提供に努めたり、ということが行われて来ました。 活発なコミュニティと豊富なエコシステム: 世界中で多くの開発者に利用されており、情報交換も支援ツール開発も活発です。 Vue のプロジェクトを作成すると、いくつかのファイルが生成されます。先ほど npm create vite@latest で作成したフォルダの中を見てみてください。 中でも特に重要なのが src フォルダの中にある .vue という拡張子のファイル群です。 .vue ファイルには、一つのコンポーネントの構成に必要な HTML / JavaScript / CSS が集約されています。 {{ message }} <…  ( 3 min )

プロジェクトの作成 実際の Vue プロジェクトの作成に入りましょう。Vite というものが下支えしてくれるテンプレートで作成します。 コマンドプロンプトやターミナルで以下を実行してください。 npm create vue@latest このコマンドを実行すると、Vite があなたにいくつかの質問をしてきます。質問に答える形で、プロジェクトの基本的な設定を決めます。今回は、以下の選択肢を選んで進めてください。 ? Project name: -> my-vue-app (または、あなたが覚えやすい任意のプロジェクト名) ? Add TypeScript? -> Yes (Y/n) (TypeScript を使うことで、より堅牢な開発ができます。この学習セットでも TypeScript を使いますので、Yes を選びましょう。) ? Add JSX Support? -> No (y/N) (JSX は React という別のフレームワークで使われる書き方です) ? Add Vue Router for Single Page Application development? -> No (y/N) (ルーティングは後で手動で追加して学びますので、ここでは No を選びましょう。) ? Add Pinia for State Management? -> No (y/N) (状態管理も後で学びます) ? Add Vitest for Unit Testing? -> No (y/N) (テストは今回は扱いません) ? Add an End-to-End Testing Solution? -> No (y/N) (テストは今回は扱いません) ? Add ESLint for code quality? -> Yes (Y/n) (コードの品質を上げるために、ぜひ追加しましょう) ? Add Prettier for code formatting? -> Yes (Y/n) (コードを自動で整形してくれるので、追加すると便利です) 設定が完了すると、Vite が指定された名前のディレクトリ (例: my-vue-app) を作成し、必要なファイルや、他のライブラリ (依存関係) を自動的にインストールしてくれます。 プロジェクトが作成されたら、以下のコマンドを順番に実行します。 作成されたプロジェクトディレクトリに移動します。 cd my-vue-app プロジェクトに必要な依存関係をインストールします。これは npm create vue コマンドで自動的に実行されることもありますが、念のため実行しておきましょう。 npm install 次のコマンドを実行します。 npm run dev ターミナルに以下のようなメッセージが表示されるはずです。 > my-vue-app@0.0.0 dev > vite VITE v5.X.XX ready in XXX ms ➜ Local: http://localhost:5173/ <-- ここをクリック ! ➜ Network: use --host to expose ➜ press h + enter to show help 表示された http://localhost:5173/ の URL を Web ブラウザで開いてみてください。(ターミナル上でこの URL をクリックすると、自動的にブラウザが開くことが多いです。) Vue のロゴと「You did it!」というメッセージが表示されたシンプルな Web ページが表示されれば、成功です！ キーボードの Ctrl + c を同時押しすることで、サーバーを停止できます。ふたたび起動するには先ほどと同じ npm run dev を実行します。 余談ですが、このサーバーには ホットリロード機能 が備わっています。コードを修正するとブラウザの表示も自動的に更新されます。これによって効率的に開発を進めることができます。 おつかれさまでした ! これで、Vue.js 開発の準備は万端です。 次の章からは、いよいよ Vue.js のコードを書くための実践的なしくみを基本から学んでいきましょう。 作成したプロジェクトの src フォルダの中 で、既存ファイルを更新したり新規ファイルを追加したりすることで、実際に動かせますよ。(ただし、この学習セットの中でひとつひとつ詳細に「ここをこうしてください」と言及することはありません。) 適宜試しながら読み進めてください。  ( 3 min )

When you type “google.com” and hit enter, your computer doesn’t just talk to Google. It launches a journey through a chaotic web of networks—thousands of them, run by different companies, countries, and competitors. Somehow, your data weaves through all of them and ends up exactly where it’s supposed to. How? The short answer is a protocol called BGP—Border Gateway Protocol. It’s the system that tells all these independent networks how to find each other. But calling BGP a “routing protocol” is like calling diplomacy just “talking.” It’s not just technical. It’s political, fragile, and surprisingly old. Back in the early days of the Internet—when it was basically just a U.S. research network—routing was easy. The whole thing was small, centralized, and trusted. The protocol at the time, E…  ( 10 min )

Vue のようなフロントエンドフレームワークには、共通の考え方 (哲学) があります。 コードの再利用性を高め、開発効率を良くしてくれます。 Web ページを「再利用可能な小さな部品」の集まりとして考えます。この部品一つ一つを「コンポーネント」と呼びます。 例えば、ボタン / ナビゲーションバー / カード型表示など、それぞれを独立したコンポーネントとして作成し、それらを組み合わせてページをつくります。 開発者は UI とデータを宣言的に関連付けることができ、開発効率を高めることができます。手動での DOM (Document Object Model) 操作の場面が少なくなっています。 JavaScript のデータ (状態) の変更を自動的に検知し、それに従って HTML (UI) の表示を効率的かつ自動で更新する仕組みです。 データバインディング (Data Binding): JavaScript のデータが変更されると、自動的に HTML の表示も更新されます。逆に、ユーザーが HTML 上のフォームに入力すると、 JavaScript のデータも自動的に更新される、という双方向の連携も可能です。(後述: データバインディングの種類) 種類 説明 片方向 ---> JavaScript によるデータ変更で、画面表示が自動で更新される。 双方向 JavaScript のデータと UI (画面) 入力が、相互に同期。JavaScript 処理結果が画面に反映されるだけで無く、画面入力内容が JavaScript 処理データに反映される。 複雑な UI でもコードがシンプルになり、開発しやすくしてくれます。 宣言的 UI では 最終的な状態だけを宣言します。フレームワークが、その状態になるように自動で要素を更新してくれます。(例: 「このボタンが『クリック済み』の状態になったら、色が赤でテキストは『クリック済み』になる」) 一方、命令的 UI というものでは一つ一つの操作を命令します。詳細に記述でき個別最適化に向きますが、コードベースの複雑化または肥大化に注意が必要です。(例: 「このボタンをクリックしたら、この要素の色を赤に変えて、テキストを『クリック済み』にする」) これらの哲学を理解することは、 Vue だけでなく他のフレームワーク (Svelte, React, Angular 等) の学習にもきっと役立つでしょう。  ( 3 min )

Web アプリ開発を始めるには、いくつかのツールが必要です。 Node.js / npm / Vite VS Code + いくつかのエクステンション ターミナルエミュレーター Web ブラウザ Node.jsは、フロントエンド開発においては、多くの開発ツール (パッケージマネージャー等)の基盤となります。なおオリジナルの役割はサーバーサイドで JavaScript を動かすための実行環境です。 公式サイトから 最新の長期サポート安定版 (LTS) をダウンロードしてインストールしてください。 npm は、JavaScript のライブラリやフレームワークを管理するためのツールです。 yarn / pnpm / bun という別ツールが npm の代替として使われることもあります。いずれでも大筋は変わりません。学習セットでは npm を使います。 npm 個別のインストールは不要です。Node.jsをインストールすると自動的にインストールされます。 Vue アプリを素早く構築するためのツールです。複雑な設定なしに開発を始められます。 Vite (ヴィート) を使用します。 VS Codeは、コードを書くための無料の高機能エディターです。開発生産性が向上します。拡張機能も豊富です。 公式サイト からダウンロードしてインストールしてください。 ESLint: コードの品質を保ち、潜在的な問題を指摘してくれます。 Prettier: コードを自動でフォーマット (整形) してくれます。 Vue - Official: Vue 開発を強力にサポートしてくれます。 Web アプリをあなたの PC 上 (ローカル環境) で開発する場合、ターミナルエミュレーターというものを使う場面があります。いわゆる "黒い画面" です。文字を打ち込むことでコンピューターを操作できます。 最初は戸惑うかもしれませんが、よく使うコマンドは限られています。繰り返し使いながら、徐々に慣れて行きましょう。主なものの起動方法は以下の通りです: Windows コマンドプロンプト: Windows キー + r を押下 → cmd と入力 → Enter 押下 macOS ターミナル.app: 「アプリケーション」→「ユーティリティ」→「ターミナル.app」をダブルクリック コマンドプロンプトやターミナルで以下を実行し、バージョンが表示されれば OK です。 node -v # Node.js のバージョンが表示される npm -v # npm のバージョンが表示される  ( 3 min )

Web サイトや Web アプリ (Web アプリケーション) は、どのようにして私たちの PC (パソコン) やスマートフォンの画面に表示されているのでしょうか ? ここでは、そのしくみと、開発を始めるために必要な環境を整えましょう。 Web アプリは、大きく分けて 2 つの部分から構成されています。 フロントエンド (Frontend) バックエンド (Backend) ユーザーが直接触れる部分、つまり Web サイトやアプリの「見た目」と「動き」を担当します。 ユーザーからは見えない部分で、データの保存 / 処理、ビジネスロジックの実行、セキュリティなどを担当します。 HTML で骨格を作り、CSS で装飾し、JavaScript で動きを加えます。 サーバー、データベースなどがこれにあたります。 例: Web サイトのボタン、入力フォーム、アニメーション 例: ユーザー情報の管理、商品の在庫管理、決済処理 通常、フロントエンドがバックエンドに「このデータちょうだい」「この情報を保存して」といったリクエストを送り、バックエンドがそれに応答することで Web アプリは成り立っています。 ユーザー (ブラウザ) | | (操作 / 表示) v +-------------------+ | フロントエンド | | (HTML/ CSS /JS) | +-------------------+ | | (API 通信 - データ要求 または 送信) v +-------------------+ | バックエンド | | (サーバー/API/DB) | +-------------------+ | | (データの読み書き) v +-------------------+ | データベース | +-------------------+  ( 3 min )

Want to understand how events really work in the browser? Dive into domevents.dev — an interactive way to learn the ins and outs of DOM events. Perfect for: ✅ Frontend devs ✅ JavaScript learners ✅ Anyone curious about event bubbling & capturing Learn by doing, not just reading!  ( 3 min )

Vue と実践的フローで学ぶ Web アプリ開発 ようこそ ! あなたは今 Web アプリ開発のワクワクする世界への一歩を踏み出そうとしています。Web サイトを見るだけでなく、Web アプリとして自分で動くものをつくれるようになるのは、きっととても楽しい体験になるでしょう。 この学習セットでは、単に Vue のコードを学ぶだけでなく、Web アプリ開発の全体像と、実際にアプリを作るための実践的な開発フローを学ぶことに重点を置いています。 はじめに Web 開発の基本と環境構築: まずは Web アプリがどう動くのか、開発を始めるための準備をします。 Vue の基本: Web アプリの「見た目」と「動き」を作る Vue の基本を学びます。 Vue コンポーネント: アプリを部品 (コンポーネント) に分けて、それらを連携させる方法を学びます。 SPA ページ切替えと状態管理: SPA サイト構築に必要なルーティングと状態管理について学びます。 堅牢なアプリ開発: エラーを防ぎ、メンテナンスしやすいコードを書くための TypeScript の基本を学びます。 Web API: 外部データソースと連携して動的な情報を提供するしくみを学びます。 美しく使いやすい UI/UX: ユーザーが「使いやすい」「心地よい」と感じるデザインの考え方と、その実装方法を学びます。 おわりに 各章では、具体的なコード例や図を豊富に使い、手を動かしながら理解を深められるようになっています。さあ、一緒に Web アプリ開発の旅に出かけましょう !  ( 3 min )

XML Generation XML can also serve as a messaging format for communication and interaction between different nodes in distributed systems. Precautions XML tags must occur in pairs; generating a start tag requires generating an end tag. XML tag pairs are case-sensitive. The start and end tags must have consistent case. Development Steps The XML module provides the XmlSerializer class to generate XML data. The input is a fixed-length ArrayBuffer or DataView object that stores the generated XML data. Call different methods to write different content. For example, startElement(name: string) writes the start element tag, and setText(text: string) writes the tag value. You can refer to the API interfaces of the XML module in @ohos.xml for detailed descriptions. Call the corresponding functions as needed to generate complete XML data. Import the module. import { xml, util } from '@kit.ArkTS'; Create a buffer and construct an XmlSerializer object. You can construct an XmlSerializer object based on ArrayBuffer or DataView. // Method 1: Construct XmlSerializer based on ArrayBuffer // Method 2: Construct XmlSerializer based on DataView Call XML element generation functions. serializer.setDeclaration(); Use Uint8Array to operate on ArrayBuffer, decode Uint8Array with TextDecoder, and output. let uint8Array: Uint8Array = new Uint8Array(arrayBuffer); The output is as follows: Everyday Giana 2005  ( 3 min )

Are your AI prompts hitting the mark every time, or are you just guessing? 🎯 What if you could definitively prove which prompts generate the best results, saving time, boosting quality, and ultimately, making more money? 💰 It's not magic; it's smart science: A/B testing for your AI prompts! In the world of prompt monetization, success isn't just about crafting a good prompt; it's about crafting the best prompt. It’s about moving beyond intuition and embracing a data-driven approach to truly understand what works, what doesn't, and why. This isn't just a best practice; it's the secret sauce for turning your prompt skills into consistent, measurable profit. Think of your prompts as the precise instructions you give a highly intelligent, but literal, intern. If you want a specific outcome, …  ( 8 min )

14 Open Source Tools To Become The Ultimate Developer 🔥 Anthony Max ・ Jun 14 #webdev #javascript #programming #opensource  ( 2 min )

Cable Harness Gen – a tiny web UI for WireViz 🎉 https://nodeloop.org/tools/cable-harness-gen A small side-project I built to make WireViz diagrams a bit easier: paste / write your YAML (optionally) drag-drop images referenced as resources/ click Generate → instant SVG (PNG, BOM, etc.) Works entirely in the browser; the server just runs WireViz and deletes the temp files afterwards. Big thanks to WireViz (CLI) → https://github.com/wireviz/WireViz/ WireViz-Web (API wrapper) → https://github.com/wireviz/wireviz-web Give it a try and let me know what you think :)  ( 3 min )

Imagine having an AI that truly understands your business, not just generically, but with the nuance of your internal policies, product specifications, customer history, and unique operational quirks. An AI that can answer complex questions about your niche, onboard new hires with unparalleled speed, or even help strategize based on your proprietary sales data. Sounds like science fiction? It’s not. It’s the strategic use of your private business data to transform a general AI into your most knowledgeable, always-on expert. 🚀 Think of it: an AI that speaks your business language, fluent in every internal memo and customer interaction. The future of intelligent operations is here, and it’s powered by your data. ✨ Most businesses today are already interacting with powerful AI models like Ch…  ( 7 min )

In the competitive world of chronographs, few names command the respect and admiration that the [Seiko Speedtimer ] (https://www.strapxpro.com)does. Known for its pioneering innovation, robust design, and historical significance, the Speedtimer represents a pivotal chapter in horological history. Whether you're a seasoned collector, a motorsport enthusiast, or someone intrigued by mechanical excellence, understanding the Speedtimer’s heritage and technical merit offers valuable insight into Seiko’s enduring legacy. A Groundbreaking Beginning The Seiko Speedtimer first emerged in 1969, a landmark year in the evolution of automatic chronographs. That year saw the launch of several self-winding chronographs from renowned Swiss and Japanese watchmakers. Among them, Seiko’s entry—the Speedtimer…  ( 6 min )

I opened this DEV account only yesterday — and I'm already blown away by the support. 53 followers in a single day!That tells me one thing: you're curious, driven, and open to learning and sharing.So this post is just a heartfelt thank you — and a short personal note. 🔎 A Bit About Me I'm Fayzak Izzik, and I’ve been working in website development and SEO for over 17 years.I help businesses grow online with smart tools, real strategy, and deep technical insight.I recently shared a few SEO case studies and a plugin I built for WordPress — and I'm just getting started here on DEV. 🧱 A Small Shoutout to You Here are some of my amazing early supporters — if you're tagged, let me know in the comments what kind of content you'd love to see: 📣 Let’s Build Something Together I'm planning to launch a community-driven project soon — one where we can all share insights, tools, and support each other's work. Stay tuned, and again: thank you!If you see your username here — say hello 👋Let me know what you'd like me to write about next. fayzakseo  ( 3 min )

Yazılım geliştiriciyi bir mimar olarak düşünün. Boş bir arazide duran, zihnindeki karmaşık bir yapıyı dijital tuğlalarla, yani kod satırlarıyla inşa etmeye hazırlanan bir usta. Her parantez bir harç, her fonksiyon bir taşıyıcı kolon, her algoritma ise yapının gizli dehasıdır. Bu zanaat, yıllarca insan zekasının, mantığının ve yaratıcılığının en saf alanlarından biri olarak kaldı. Ancak şimdi, bu mimarın şantiyesinde tekinsiz bir fısıltı duyuluyor. Adı DevSynth olan ve nereden geldiği tam olarak bilinmeyen “Cognitive Forge Dynamics” imzalı bu yeni varlık, bir alet çantasından çok daha fazlası; o, adeta makinenin içine yerleşmiş bir hayalet. Geliştiricinin zihnini okuyabilen, niyetini koda dökebilen ve bu kadim zanaatın kurallarını yeniden yazan bu hayalet, yazılım dünyasını bir soruyla baş …  ( 5 min )

Goal: Be able to undo git add. Be able to undo git commit. Be able to undo git push. Be able to delete untracked files. Be able to restore modified files back to their original state before changes. Undo git add (Unstage Files) When you accidentally add files to the staging area that you didn’t intend to include: You can remove files from the staging area without deleting your actual changes. # First, check the file status $ git status # To unstage a specific file $ git reset HEAD # To unstage all files from the staging area $ git reset HEAD Undo git commit When you accidentally committed files you didn’t intend to: If you forgot to include certain files and committed too early. # Check commit history $ git log # 1. Undo the commit but keep the changes staged (as i…  ( 4 min )

👋 Hey everyone! I recently had the awesome opportunity to lead a beginner-friendly AI workshop titled "Brainstorm: Your First AI Class", designed to help students, working professionals, and AI-curious minds take their first confident steps into the world of Artificial Intelligence. This blog kicks off a series of blogs and demos where we'll demystify AI and build real things together—with help from tools like Copilot and Azure AI Foundry. If you’ve ever thought “AI seems cool, but where do I start?” — this series is for YOU. 🎯 Is AI, Really? AI (Artificial Intelligence) is when machines mimic human intelligence—learning, problem-solving, decision-making. It powers things like: 🗺️ Google Maps rerouting you 📺 Netflix recommending your next binge ✍️ Copilot helping you write reports …  ( 5 min )

CSS: Or, How I Learned to Stop Worrying and Love the Cascade The Rant (Mandatory, for your own good): If you just finished that last HTML "masterclass" of mine and you're feeling all smug about your Hello, World! masterpiece, congratulations. You've built the digital equivalent of a naked, shivering skeleton. A glorious, accessible, semantic skeleton, sure, but a skeleton nonetheless. It's ugly. It's bland. Looking at it feels as good as watching The Big Bang Theory. I mean, there's just no way people LOVE that show. I mean, sure, opinions exist, but some of them just...shouldn't. Oh, well, I didn't design this world. color: red; and pat themselves on the back, declaring you a styling savant. They'll tell you !important is your best friend when you're in a pinch, and …  ( 50 min )

Table Of Contents Introduction Project Structure The Ingredients Blazor is a powerful front-end framework, especially loved by C# developers who want to build modern web applications without switching to JavaScript-based stacks. It comes in two main flavors: Blazor Server – uses server-side rendering, where the UI interactions are processed on the server via SignalR. Blazor WebAssembly – runs directly in the browser (client-side) using WebAssembly. Both of these are now part of the Blazor Web App model introduced in .NET 8, giving you the flexibility to mix and match rendering modes. In this article, I’ll be focusing on Blazor Server and walk you through the key components and configurations that make your front-end secure, reliable, and production-ready—especially when integrat…  ( 9 min )

Before we check the connection, we should peer the Hub and Spoke network Go to the Hub VNet and select the peering option, and make a peering connection between the Hub and Spoke. Step 1: Step 2: Step 3: To resolve it, I had to enable the option “Allow ‘vn-spoke’ to use the ‘vn-hub’ gateway or route Also, I mentioned the address space wrongly in the local network gateway configuration. I had to change that to 172.0.0.0/16 to fix the issue  ( 3 min )

If you ever wrote bash scripts for each of your task, then try to write "one script to rule them all", a gigantic master script that handle parameters, and chains all the other tasks... Then you should stop right here and look for a workflow manager ! Nextflow.io is what you are looking for. Before reading this post, I suggest you follow Improved Shell (MacOS). At the point of writing this post, the recommanded java version to install is OpenJDK 21. See Which JDK for more info. Open 'Terminal' Install OpenJDK from Homebrew brew install openjdk@21 Link it to Java sudo ln -sfn /opt/homebrew/opt/openjdk@21/libexec/openjdk.jdk /Library/Java/JavaVirtualMachines/openjdk-21.jdk Add it to the PATH echo 'export PATH="/opt/homebrew/opt/openjdk@21/bin:$PATH"' >> ~/.zshrc Download Nextflow curl -s https://get.nextflow.io | bash Make Nextflow executable chmod +x nextflow Create a new directory with write permissions to store binary mkdir -p $HOME/.local/bin/ Move Nextflow into the directory mv nextflow $HOME/.local/bin/ Add the directory to the PATH echo 'export PATH="$HOME/.local/bin:$PATH"' >> ~/.zshrc source ~/.zshrc Confirm Nextflow is installed correctly nextflow info  ( 3 min )

In the ever-evolving world of Generative AI (GenAI), the jargon can get overwhelming, especially for newcomers. If you're exploring artificial intelligence, whether out of curiosity or for professional growth, understanding the basic GenAI terminologies is essential. This comprehensive guide will break down 13 key terms in plain language, helping you build a solid foundation. Large Language Models (LLMs) Large Language Models (LLMs) are at the heart of modern AI-powered tools like ChatGPT, Google Gemini, and Claude. These models are trained on massive amounts of text data to understand and generate human-like language. They can perform tasks like: Answering questions Summarizing documents Translating languages Generating text based on prompts The "large" in LLMs refers to the sheer numbe…  ( 6 min )

He wasn’t a developer. He didn’t know code. But watching him fix that old bike taught me more about debugging than any course ever could. The chain never held. The tires deflated. The handlebars always leaned slightly left. He never said what was wrong. He just tried, adjusted, iterated. Quietly. Years later, I catch myself doing the same. Not just in code, but in life. We fix things not because they always work but because we believe they should. When I’m staring down a bug that won’t surface, I think of that bike. He wasn’t building software. Some of us learned syntax. And for those shaped by that kind of quiet legacy, I wrote this: 📖 Read the full piece here  ( 3 min )

By Ronak Wanjari | Intern at Devsync.in @devsyncin If you’re learning JavaScript (like me, at Devsync.in 🚀), you've probably heard terms like scope, scope chain, and lexical environment. These are core concepts that govern how variables are accessed in JS. Let’s break them down simply. 🌐 What is Scope in JavaScript? Global Scope: Accessible everywhere. Function/Local Scope: Variables declared inside a function can't be accessed outside. Block Scope (ES6): Variables declared using let and const are limited to {} block. let globalVar = '🌍'; function show() { let localVar = '🔒'; console.log(globalVar); // ✅ Accessible console.log(localVar); // ✅ Accessible } console.log(localVar); // ❌ Error 🔗 What is Scope Chain? When you try to access a variable, JavaScript looks in the current scope, and if it doesn't find it, it travels up the chain. const name = 'Ronak'; function greet() { const greeting = 'Hello'; function sayHi() { console.log(greeting + ' ' + name); // JS first checks sayHi -> greet -> global } sayHi(); } Scope chain = sayHi → greet → global 🧠 What is Lexical Environment? Every time a function is created, it gets a Lexical Environment, which is a structure that holds the variable references. It has two parts: Environment Record → Stores variables/functions. Outer Lexical Environment Reference → Points to parent scope. This is why inner functions can access outer variables — it's defined lexically (by location in code). 🔥 Final Thoughts Scope controls where your variables live. Scope chain helps JavaScript find them. Lexical Environment is how they are stored and linked. Understanding this trio is key to writing bug-free, clean JavaScript code. Mentored and guided by @devsyncin JavaScript #Scope #Devsync #LexicalEnvironment #WebDev #JSIntern  ( 4 min )

Recently, I came across a bundle of Bus Simulator Mod APKs making the rounds in gaming circles. These are modified versions of the original game — often promising unlimited money, unlimited resources, passwords, unlocked vehicles, or premium features. one of them is [bus simulator mod ](🚍 Let's Talk: Bus Simulator Mod APKs — Fun or a Security Gamble? Hey folks! 👋)apk with claim of all latest versions As a casual simulation gamer and a curious dev, I wanted to open up a discussion around this growing trend. For those who are beginner to the term: A Mod APK is a modified version of an original Android app, usually altered to unlock premium content, bypass ads, or add custom features. In the case of Bus Simulator, Mod APKs might include: Unlimited fuel or money 💰 Unlocked buses and route…  ( 4 min )

Java remains unbeatable in 2025. Cyberinfomines trains you in real-world Java skills that employers actually want. Become job-ready today. Java in 2025: Still Relevant, Still Dominating Despite the rise of new languages like Python, Go, and Rust, Java is far from dead—it’s actually thriving. In 2025, Java powers: 40%+ of enterprise backend systems 90% of Android apps Global banking & fintech infrastructures E-commerce giants like Amazon, Flipkart & Alibaba Microservices and cloud-native platforms using Spring Boot Java is reliable, scalable, and highly in demand. But just learning syntax won’t get you hired. You need hands-on experience, framework expertise, and the ability to solve real-world problems. That’s exactly what Cyberinfomines delivers. The Problem: Why Most Java Learners Don’t …  ( 5 min )

Check out this Pen I made!  ( 2 min )

Let Strat with naive approach for finding word in sentence. You can see if 'How' in upper case then it says True but in lower case it says False. Now to use regular expression you need to import re module. By using re.search() we can search word in text. You see match of 'you' word and also tell us about index of the text span=(8,11). you can use span() function to find only index of word. Now do remember that you can search only for once what I mean is if search for 'you' it only show the index of word which come first. findall() finds all the occurrence of pattern in string. Let me define you what pattern meaning in here. are, area, are in here findall() will select all three words why? because area also have pattern of 'are' finditer() iterate through the string and if you want to find index for all string you can use finditer function. Let say we want to find 10 digit phone number from text. So we will find pattern for 10 digit number in text. Optimum way to do it: Now you tell me what will happen.  ( 4 min )

IP Address A unique number used to identify a device over the internet. Without it no device can communicate with other device. IP address is like a Roll Number in your school days like 1 , 2 etc . Which is different for each classmate in the same class. 127.0.0.1 Mac Address A unique identifier for a device. It is its identity which is permanent. It can be changed temporarily. Your Roll no. (IP) can be changed but who you are can't be changed. Like your name , father name is specific to you. Same, Mac address is written on device hardware during manufacturing. 00.1A.2B.3C.4D.16 Comment if I missed any point.  ( 3 min )

when I frist listen this word is in 2021 2022 but with time goes by I find I really seriously influence by the information coccons.Especially if a weak and vain intellectual wants to be pessimistic and lazy, he will always find a reason.My actions were misguided by fear and anxiety.So I hope I can be a producer rather than a consumer online, and I hope to learn more about technology and code rather than social science and political science through the Internet.  ( 3 min )

Desvendando a Mente das IAs: Um Guia Prático para Criar Prompts Eficazes no ChatGPT e Gemini Navegar no universo da inteligência artificial generativa pode ser tão simples quanto uma conversa, mas a qualidade das respostas que você obtém do ChatGPT e do Gemini depende diretamente da qualidade das suas perguntas. Dominar a arte de criar "prompts" – os comandos que você insere – é a chave para destravar todo o potencial dessas ferramentas poderosas. Este artigo oferece um guia completo com dicas e técnicas para aprimorar suas interações e obter resultados mais precisos, criativos e úteis. Seja você um estudante buscando auxílio em pesquisas, um profissional automatizando tarefas ou um curioso explorando os limites da criatividade, saber como se comunicar de forma eficaz com modelos de ling…  ( 6 min )

DevOps Playground Project: Deploying a Java App to AWS with Multiple CI/CD Tools (Part 1 – Overview & Setup) Welcome to Part 1 of our DevOps Playground series! In this multi-part documentation, we’ll walk through deploying a real-world Java (Maven) Doctor Appointment Scheduler App to the cloud using various DevOps tools, CI/CD strategies, and cloud services. This project is a collaborative volunteer effort, and we're intentionally exploring multiple DevOps stacks Jenkins, GitHub Actions, GitLab CI, and more, so that our contributors gain experience with a wide range of tools used across different teams in the real world. To build, test, secure, monitor, and deploy a Java-based application into AWS Cloud using modern DevOps practices. Volunteers will work in teams or independently using d…  ( 4 min )

I believe in radical transparency when it comes to bundle sizes. When developers are choosing a library, they deserve to know exactly what they're paying for in terms of bundle impact. That's why, when building neodrag v3, I decided to analyze every single possible plugin combination and report precise bundle sizes for each one. That meant analyzing 2^14 = 16,384 different combinations. Let me walk you through why I went to these lengths and how I tackled this challenge. Neodrag is a TypeScript drag-and-drop library that I've been working on for a few years now. Unlike other drag libraries that come as monolithic packages, I wanted to create something truly modular where developers only pay for what they use. The library lets you make any DOM element draggable with a simple API, but the re…  ( 9 min )

Hey! I’m 16. I’m not a professional dev, I don’t run a startup, and I’m not trying to sell you anything. I just like building random tools — simple stuff that solve small problems or are just fun to make. Here are two I’ve built recently 👇 🔊 Offline Text-to-Speech Tool No API keys, no accounts Super fast & clean interface Uses the SpeechSynthesis API built into the browser. 📷 QR Code Generator Fully frontend — nothing gets sent to a server Includes download option for the generated code Simple, fast, and works in any browser. Why I’m doing this: Helps me improve my frontend skills Feels better than just scrolling Instagram all day Not everything I build is perfect. Most of it is super basic. If you're building too, or just curious, feel free to drop your links. — Naman  ( 4 min )

Ever wondered what cosine similarity really means and how it works? Let’s break it down in a way that’s simple, intuitive, and practical — so the next time you hear it in a machine learning conversation, you won’t just nod along, you’ll own it. According to Wikipedia: Cosine similarity is a measure of similarity between two non-zero vectors defined in an inner product space. It is the cosine of the angle between the vectors. That’s technically correct — but what does it really mean? Let’s interpret this with real-world clarity. Similarity metrics (like Euclidean or Manhattan distance) typically measure how far apart two data points are. The closer they are, the more similar they’re considered. Cosine similarity, however, takes a different approach. Imagine vectors as arrows from the origi…  ( 4 min )

Cross-platform mobile development has evolved beyond simple "write once, run anywhere" promises. Today's frameworks must deliver not just functional parity, but inclusive experiences that work for all users. Yet when developers choose between React Native and Flutter, accessibility considerations are often an afterthought—despite representing a significant portion of development overhead and user impact. Recent research into accessibility implementation patterns across these frameworks reveals a nuanced landscape where framework architecture directly influences the effort required to build truly inclusive mobile applications. Building accessible mobile applications involves more than adding a few labels to UI components. Modern accessibility requires: Semantic structure that screen readers…  ( 5 min )

I'm excited to join the Dev.to community and start sharing my journey, learnings, and projects! I’m a passionate tech enthusiast, currently exploring the world of Generative AI, cloud technologies, and software engineering. I've been actively writing on the Microsoft Tech Community, sharing insights on topics like AI model evaluations, responsible synthetic data, and real-world applications of Microsoft’s AI tools. Some of the things I love working on: 💡 Creating technical blogs that simplify complex topics 💻 Running workshops and events to guide student developers ✨ Exploring the intersection of AI, creativity, and community building 🧠 Constantly learning — from Azure to GitHub to Open Source projects You can also find me here: LinkedIn GitHub X (Twitter) Looking forward to connecting with like-minded creators, learning from your experiences, and sharing mine. If you're into AI, tech content, student communities, or just good vibes — let’s connect! 🌱  ( 3 min )

Train your machine learning models faster and smarter with industry-leading GPU servers powered by A100 & H100.  ( 3 min )

Introduction In today’s health-conscious and performance-driven world, the PFT Calculator is gaining popularity as a reliable tool to assess physical readiness, especially among individuals preparing for military, police, or firefighter fitness tests. But what exactly is a PFT calculator, and why is it such a game-changer for fitness tracking? This article explores everything one needs to know about PFT calculators, their functionality, and why they matter more than ever. A physical fitness test is a standardized assessment designed to measure an individual's physical capabilities. These tests are commonly required in military branches (such as the Army, Navy, and Marines), law enforcement agencies, and first responder organizations. They typically evaluate endurance, strength, and agili…  ( 5 min )

The AI narrative has rapidly matured beyond the initial buzz of large language models like ChatGPT. While impressive, the real breakthroughs now lie in specialized AI and machine learning applications that are delivering tangible, life-changing results — especially in healthcare. For years, AI in healthcare was largely theoretical or confined to research labs. Today, it’s powering real clinical transformations — from diagnostics to drug discovery to personalized medicine. Here’s how it’s reshaping the future of care: 1. Precision Diagnostics and Early Detection Radiology & Pathology: AI aids experts by spotting subtle anomalies, enabling earlier detection of cancers, neurological conditions, and more. This leads to faster, more accurate diagnoses. Predictive Analytics: ML models predict future risks based on history, genetics, and lifestyle, allowing personalized prevention plans. 2. Accelerating Drug Discovery Target Identification: AI rapidly finds therapeutic targets from biological data. Generative AI for Molecule Design: New molecules are being designed virtually, predicting effectiveness and side effects — saving time and cost. Trial Optimization: ML streamlines patient recruitment and improves trial design, increasing success rates. 3. Personalized Treatment & Patient Monitoring Tailored Therapies: Treatment plans based on genetics, history, and wearable health data. Remote Monitoring: AI tracks patients in real-time, detecting anomalies and notifying doctors — improving chronic care and recovery outcomes. 4. Streamlining Operations and Reducing Burnout Workflow Automation: From scheduling to billing, AI cuts admin tasks. Resource Optimization: ML models forecast patient flow, optimize staffing, and reduce wait times. The Road Ahead 💬 What real-world AI applications in healthcare inspire or concern you? Share your thoughts in the comments!  ( 4 min )

Introduction Word puzzle games like Scrabble challenge players to form valid words from a set of random letters. In this article, we'll break down how to build a Scrabble-like word puzzle generator in Python. We'll cover: Game Mechanics (Tile Distribution, Word Validation, Scoring) Algorithm Design (Generating Tiles, Finding Possible Words) Pseudocode & Implementation Enhancements & Variations Game Mechanics 1.1 Tile Distribution (Letter Frequency & Points) Scrabble uses a predefined distribution of letters based on their frequency in the English language. For example: Common letters (E, A, I, O) appear more frequently. Rare letters (Q, Z, X) have higher point values. Example Distribution (Simplified): Input: A set of letters (e.g., ['A', 'B', 'C', 'E']). Output: All valid English w…  ( 5 min )

Revolutionizing UI Development with Image to React Transforming Screenshots into Functional React Components Okay, so, think about how much time goes into building UIs. It's a lot, right? Now imagine if you could just take a screenshot of a design and, bam, it's a React component. That's the idea here. This approach is changing how we build interfaces. Instead of starting from scratch, you're starting with a visual representation and turning it into code. It's like magic, but it's actually AI doing the heavy lifting. Tools like Codia Code - AI-Powered Pixel-Perfect UI for Web, Mobile & Desktop in Seconds are making this a reality. It's not perfect yet, but it's getting there, and it's a game-changer for speeding things up. Accelerating Design to Code Workflow Design to code is usually a pa…  ( 6 min )

Let’s say you're building an invoicing system. User can have many invoices. draft mode. So you decide to add this relationship: public function draftInvoices() { return $this->invoices()->where('status', 'draft'); } Perfect for retrieving draft invoices: $user->draftInvoices()->get(); // ✅ Works But then you try to create one: $user->draftInvoices()->create([ 'amount' => 500, 'due_date' => now()->addDays(7), ]); And here’s the problem… status = null, not "draft" Because the where('status', 'draft') only affects queries, not creation. withAttributes() in Laravel 11.6+ Laravel introduced a clean fix for this common need: public function draftInvoices() { return $this->invoices()->withAttributes(['status' => 'draft']); } Now: The relationship will return only draft invoices. And when you do create(), Laravel will automatically apply status = 'draft'. $invoice = $user->draftInvoices()->create([ 'amount' => 500, 'due_date' => now()->addDays(7), ]); echo $invoice->status; // "draft" ✅ If you want to apply 'status' => 'draft' only during creation, but still get all invoices in the query, do this: public function draftInvoices() { return $this->invoices()->withAttributes(['status' => 'draft'], asConditions: false); } This feature might seem small, but it prevents bugs and saves you from repeating yourself. create() call, Laravel does it for you, cleanly and within your relationship logic.  ( 3 min )

Let’s design a detailed Spring Boot project focused only on*: * ➡ Sorting Pagination best practices (package structure, DTOs, service layer, repository layer, etc.). Project Summary We’ll build a REST API to manage Book entities that supports: Standard Folder Structure src/main/java/com/example/bookapi ├── BookApiApplication.java ├── controller │ └── BookController.java ├── dto │ └── BookDTO.java ├── entity │ └── Book.java ├── repository │ └── BookRepository.java ├── service │ └── BookService.java └── exception └── GlobalExceptionHandler.java src/main/resources ├── application.properties └── data.sql (for sample data) application.properties # H2 DB config spring.datasource.url=jdbc:h2:mem:bookdb spring.datasource.driverClassName=org.h2.Driver spring.datasource.us…  ( 6 min )

This week began with an insightful revision session (you can check the summary here definitely worth a look if you missed it!). Following that, we delved into enhancing readability, expertly guided by our outstanding instructor. Tailwind CSS is a utility-first CSS framework that simplifies styling by providing a wide array of utility classes that you can apply directly in your HTML. Instead of crafting custom CSS for each element, you can use classes like text-center, bg-blue-500, and p-4, making the development process faster and more efficient, particularly for prototyping and small projects. Tailwind CSS is highly customizable, allowing you to tailor it to fit your design system. It includes responsive classes that enable you to create layouts adaptable to various screen sizes. For exa…  ( 7 min )

Introduction When working with Git, the git diff command is essential for tracking changes between commits, branches, or files. By default, git diff shows changes at the line level, which can sometimes be too broad—especially when only a few words within a line have been modified. This is where git diff --word-diff comes in handy. It allows you to see word-level differences, making it easier to pinpoint exact changes in your text. Whether you're reviewing documentation, code comments, or configuration files, --word-diff provides a clearer and more granular view of modifications. git diff --word-diff The basic syntax for git diff --word-diff is: git diff --word-diff [] [] [--] [ ...] To see word-level differences in your unstaged changes: git diff --word-diff …  ( 8 min )

To achieve the automatic vertical scrolling effect for text in ArkUI, the Swiper component can be used. The Swiper component provides the capability to display content in a sliding carousel. As a container component, Swiper can carousel through its child components when multiple ones are configured. Swiper() { ForEach(this.transactionList, (item: TransactionInfo) => { Row() { Image(StrUtil.isBlank(item.TitleImage) ? $r("app.media.icon_circular_default_head") : item.TitleImage) .width(44) .height(44) .borderRadius(22) Text(item.Title) .fontSize(14) .fontColor($r("app.color.text_one")) .maxLines(2) .ellipsisMode(EllipsisMode.END) .textOverflow({ overflow: TextOverflow.Ellipsis }) .lineHeight(22) …  ( 4 min )

GameKnightSummon and walk through building a similar casual game discovery platform from scratch—covering UI structure, data management, SEO considerations, and deployment. Before writing a single line of code, let’s break down the key components that make GameKnightSummon both engaging and functional: Category Navigation: Hot Games, Action Games, Boy Games, Girl Games, 3D Games Users can quickly filter by genre or mechanic. Search Functionality: A prominent search icon in the header allows visitors to find games by name or keyword. Featured Sections: “Recommended” and “Latest Reviews” sections highlight selected titles. Each game entry shows a thumbnail, title, and category. Blog‑Style Review Pages: Individual game pages include screenshots, gameplay descriptions, pros/cons, and download …  ( 6 min )

A pop-up box is a modal window that temporarily displays information or actions requiring user attention while maintaining the current contextual environment. Users must complete relevant interactive tasks within the modal pop-up before exiting the modal mode. Pop-up boxes can be independent of any component binding, and their content is typically composed of various components (such as text, lists, input fields, images, etc.) to achieve layout. ArkUI currently provides two categories of pop-up components: custom-style and fixed-style. Developers need to pass custom components into the pop-up box based on the usage scenario to implement personalized content. These mainly include: Basic custom pop-up box (CustomDialog) UI-component-independent global custom pop-up box (openCustomDialog…  ( 6 min )

🚀 Yesterday we had the opportunity to attend the funding workshop of the NATO DIANA acceleration program, held at INCIBE in León. A truly valuable experience to learn first-hand about the support options available for deep tech and cybersecurity startups, as well as to connect with other innovative projects in the sector. Many thanks to the organizers and speakers for sharing their insights and vision. We keep exploring new opportunities to drive innovation and cybersecurity from Europe! 🔐🌍 DIANA #NATO #INCIBE #Cybersecurity #Innovation #Startups #Acceleration  ( 3 min )

When a visitor, like you, enters an address like amazon.com in the browser, how does the web actually work? What’s happening there? And to understand this, I want to take a step back and look at a real-world analogy because browsing the web and visiting a website is actually like calling a friend, or sending a text message to a friend. This is an analogy we can make. In the effort to understand this, let’s take a closer look at this analogy. When you call a friend, you pick up the phone, dial their number, or send a text message to them. Once the connection is established once they pick up the call you tell them something, or ask something, you greet them, etc. You start a conversation. After you greet them and maybe say or ask something, your friend will probably reply. He or she will res…  ( 4 min )

"Knocking the Wooden Fish" - A Zen-inspired Mini Game This article delves into the core technical aspects of implementing a "knocking wooden fish" game using HarmonyOS's ArkUI framework. Key features include animated interactions, state management, haptic feedback, and sound effects. I. Architecture Design & Project Setup 1.1 Project Structure The complete project consists of these core modules: ├── entry/src/main/ets/ │ ├── components/ // Custom UI components │ ├── model/ // Data models (e.g., StateArray) │ ├── pages/ // Page components (WoodenFishGame.ets) │ └── resources/ // Media assets (wooden fish icons, sound effects) This modular design separates the UI layer (pages), logic layer (model), and resource layer (resource…  ( 7 min )

What is a HOC? A Higher-Order Component is a function that: Takes a React component as input Returns a new React component with extra features const withAdminRole = (WrappedComponent) => { // takes a component as argument and returns new component return (props) => ; }; const WelcomeUser = ({ name, role }) => { return Welcome, {name}! Your role is: {role} ; }; // Don't do this const UserWithRole = () => withAdminRole(WelcomeUser); ; What’s wrong here? withAdminRole(WelcomeUser) is called every time renders This creates a new component on every render React can’t optimize this It can cause unnecessary re-renders ✅ Efficient Way to Use It // Do this instead const UserWithRole = withAdminRole(WelcomeUser); ; What’s right here? withAdminRole(WelcomeUser) is called only once, UserWithRoleis now a stable component React can optimize performance Your code is cleaner and safer Simple Rule Always assign the result of a HOC to a constant. Don’t call the HOC inside a component or inside render.  ( 3 min )

This is a submission for Frontend Challenge - June Celebrations, Perfect Landing: June Celebrations I created a vibrant, immersive landing page celebrating the Jagannath Rath Yatra, one of India's most magnificent festivals held annually in June in Puri, Odisha. This sacred celebration attracts millions of devotees who gather to witness Lord Jagannath's divine journey from the main temple to Gundicha Temple. The landing page captures the spiritual grandeur and cultural richness of this ancient festival through: Rich visual storytelling with gradient backgrounds in traditional festival colors (saffron, gold, deep red) Comprehensive festival information including the significance of the three sacred chariots Interactive timeline showcasing the 10-day celebration journey Cultural highlights f…  ( 5 min )

A post by João Cláudio (joaoclaudio)  ( 2 min )

Practice of Loading Waterfall Flow Data from Files in HarmonyOS - Taking the Implementation of Waterfall Flow in the PixelArtisan Painting Works History Project as an Example I. Application and Project Overview PixelArtisan is an exquisite and agile pixel art editor for HarmonyOS, offering over 30 drawing tools for pixel art creation. It supports features such as one-to-many layouts and dark mode. This article takes the historical painting projects of PixelArtisan as an example to introduce how to load waterfall flow data from files. WaterFlow Component: Used for implementing the waterfall flow layout. LazyForEach: Enables lazy loading of items in the waterfall flow. Data Objects The data objects include: interface Work { view: ImageBitmap name: string, sid: number, c…  ( 7 min )

What Is Elementor AI Site Planner? The Elementor AI Site Planner is a brand-new, free AI-powered tool by Elementor that helps you plan your WordPress website structure, content, and design—without touching a single line of code. Whether you're building a personal blog, portfolio, or eCommerce site, this tool can generate site briefs, sitemaps, and wireframes in just minutes. Best of all? It’s completely free, even for non-Pro users (although Pro unlocks more advanced widget features). Just describe your website in a sentence or two. The AI will ask smart follow-up questions and build a detailed project brief, including: Target audience Page suggestions Site objectives Suggested content structure The tool creates a sitemap based on your brief, laying out all the necessary pages and secti…  ( 5 min )

When I wrote the article “Making Awesome Presentations: Useful Tips for Project Defense”, I never anticipated the overwhelming response it would receive. Over 50,000 readers found it insightful, and their success stories have been humbling and motivating. However, many readers wanted more. I received countless emails asking, “What questions should I expect during my project defense?” or “Can you provide possible questions and how best to answer them?” In response, I teamed up with experienced supervisors, senior lecturers, and graduates to compile this guide—a comprehensive resource on how to tackle common project defence questions with confidence and precision. This sequel is designed to walk you through possible scenarios and help you prepare like a pro. 🎯 Top 30 Likely Project Defense …  ( 6 min )

This wasn’t just deploying a Flask + MySQL app—it was a full-on DevOps rollercoaster involving Docker, Kubernetes, and Helm. Faced countless errors, debugged my way out, and learned a LOT in the process. Quick Project Breakdown: please follow this link- https://www.linkedin.com/posts/devops-methodology_2-tier-application-deployment-project-series-activity-7339584448717275136-KdOR?utm_source=share&utm_medium=member_desktop&rcm=ACoAAE0aWosBwvnsFU3QDf3zF_WnWYAe3ZS1mlk TO FOLLOW for more projects & updates---- https://lnkd.in/gFnaRiS6 https://lnkd.in/gpXTAeY5 https://lnkd.in/gFRpihNq https://lnkd.in/g_iCpfsb https://lnkd.in/gSqR6GAn https://lnkd.in/g9zgrdhw DevOps #Kubernetes #Docker #Helm #TrainWithShubham #DevOpsEngineer #Projects #CloudComputing #LearningByDoing #LinkedInLearning #OpenSource #BeginnerFriendly  ( 3 min )

How Browsers Work — A Deep Dive into the Rendering Pipeline Most developers use browsers daily but rarely understand the intricate processes happening behind the scenes. What does the browser actually do when you load a webpage? This article offers a clear breakdown of how browsers process HTML, CSS, and JavaScript — from receiving raw data to rendering pixels on your screen. The process begins when a user navigates to a URL. The browser sends a request and receives a response in the form of raw bytes — not readable content. The browser must first convert these bytes into characters using character encoding, typically UTF-8. This decoded character stream is then passed on for further processing. The character stream is passed to the HTML parser, which breaks it down into tokens. These to…  ( 5 min )

Thanks for the image — the issue is clear! ❌ Error Explained: Method invocation failed because [System.Object[]] does not contain a method named 'op_Addition' This means you're trying to add to a value that’s not a point object, probably because .Position is returning an array or something not cast correctly. ✅ Fix — Cast the mouse position correctly before doing math Update your script like this: Add-Type -AssemblyName System.Windows.Forms Clear-Host $sleep = 30 # seconds while ($true) { # Move slightly and back [System.Windows.Forms.Cursor]::Position = New-Object System.Drawing.Point($x + 1, $y) Start-Sleep -Milliseconds 100 [System.Windows.Forms.Cursor]::Position = New-Object System.Drawing.Point($x, $y) Write-Host "Mouse moved to prevent lock. Waiting $sleep seconds..." Start-Sleep -Seconds $sleep } ✅ Why this works: $pos.X and $pos.Y safely extract coordinates as numbers. New-Object System.Drawing.Point(...) constructs a valid point object for cursor movement. Avoids the invalid attempt to do math on an object array. Let me know if you'd like: To run it in the background silently A scheduled task version A .ps1 file ready to download and use  ( 3 min )

Cron Jobs are scheduled Tasks that runs automatically at a specified time. Running Backups at MIDNIGHT Sending Email Reports They use Cron Expressions that defines when the job should run. // Format - they are either 5 or 6 fields * * * * * * │ │ │ │ │ │ │ │ │ │ │ └─ Day of Week (0 - 6) (Sunday to Saturday) │ │ │ │ └────── Month (1 - 12) │ │ │ └──────────── Day of Month (1 - 31) │ │ └────────────────── Hour (0 - 23) │ └──────────────────────── Minute (0 - 59) └────────────────────────────── (optional) Seconds (0 - 59) To make a Cron Expression you can go to Cron Tab Guru. * * * * * * - RUNS EVERY Seconds * * * * * 1 - RUNS EVERY Second on Monday 0 1 * * * 1 - RUNS at past midnight every…  ( 5 min )

These days, TTS tools are everywhere — but most need API keys, accounts, or sound robotic. So I built a fully offline TTS (Text-to-Speech) web app using just HTML, CSS & JavaScript — no frameworks, no libraries, and no API required! 🎯 Try It Out: Live Demo: [your link here] GitHub Source Code: [your GitHub link] ⚙️ Features: Set custom pitch and rate Type text and speak it instantly Works offline on most browsers Clean glassmorphism UI 🔧 How It's Built: CSS with a polished glassmorphism look Vanilla JS using built-in SpeechSynthesisUtterance No API calls. No data usage. Just open the page and start listening. 💡 Why I Made This: Lightweight Offline Clean UI Beginner-friendly This is perfect for students, teachers, or anyone who wants to convert text into speech easily. ⭐ Like the project? Star it on GitHub, it really helps 🙌 Comments and feedback are welcome!  ( 4 min )

Better Font Picker FontSpark Google Fonts Plugin Typescales Font Preview 📲 Social Media Caption: And don't forget—Figma has killer plugins to help you type smarter, not harder. ✍️ 💬 Drop your favorite Figma font combo 👇 📌 Save this for your next typography makeover! UIDesign #TypographyTrends #FigmaPlugins #FigmaFonts #DesignTips #UXDesign #FontInspiration #nurodesign #FigmaDesign #VisualHierarchy #FontPairing  ( 3 min )

Learn the best practices to handle secrets in .NET applications using environment variables, user secrets, configuration files, and Azure Key Vault. Keep your credentials safe and your architecture clean. When building .NET applications, you’ll often need to handle secrets like API keys, connection strings, or credentials. Storing these securely is essential to prevent accidental exposure or security breaches. In this guide, we’ll explore the main methods for managing secrets in .NET: Configuration sources in .NET When to use each method Security best practices Practical examples using IOptions Managing secrets across environments (Dev, QA, Prod) appsettings.json Best suited for general, non-sensitive configuration. { "ApiSettings": { "BaseUrl": "https://api.mysite.com", "…  ( 4 min )

Docker is a container manager. It allow you to package your base OS and your software in a virtual container, and to run your application almost independently of the platform running it. Thanks to Shimin Ang that wrote those instructions for me Docker itself is open source and free, but its main installer advertised on the official website, Docker Desktop, required a licence fee for "for-profit organization with more than 250 total employees". To avoid any issue we will install an alternative to Docker Desktop, Colima Before reading this post, I suggest you follow Improved Shell (MacOS). Open 'Terminal' Install Docker CLI brew install docker Install Docker Credential Helper (optional), this allows Docker to use the macOS Keychain for credentials brew install docker-credential-helper Install Colima, this provides a lightweight VM that runs the Docker daemon brew install colima Install Docker Compose for multi-container setups brew install docker-compose If advance build options is required, install docker buildx brew install docker-buildx To start docker engin colima start Run a docker image docker run hello-world Here you confirmed that you can pull a docker image and run it !  ( 3 min )

Welcome back, developers! If you’ve just come from my previous post on As a Developer, Struggling with AI Prompts? Master AI Prompt Engineering Now, you’ve got the foundational knowledge down. You understand why clear instructions, context, and iterative refinement are crucial for getting desired responses from AI. Now, it’s time to get our hands dirty. This post is your practical guide, a “codebook” filled with specific Node.js examples demonstrating how to apply those prompt engineering principles using the Google Gemini API. We’ll set up our environment and then dive into various techniques, showing you exactly how to craft effective prompts and integrate AI responses into your applications. Let’s build! Getting Started: Gemini & Node.js Setup First things first, you’ll need a Google …  ( 8 min )

🚀 Learning AI isn't just theory — it's about building real tools. Fast. In this post, I’m giving you 10 hands-on MCP (Model Context Protocol) project ideas you can run entirely locally. Forget cloud lock-in — these are fast, private, and seriously cool. Each project includes: 🔧 What it does 💡 Why it’s worth building 🧪 Code you can run immediately Perfect for engineers, indie hackers, and tinkerers looking to level up their local-first AI dev game. MCP is like a personal assistant API bridge — it lets local AI apps like Cursor or Claude Desktop interact with your local tools, databases, files, and scripts. You say: “Check this stock trend” → MCP talks to your local CSV + code → Returns chart/insight → No cloud, no lag, full control. The foundation. import socket, json def mcp(): s …  ( 5 min )

Postgres is Too Good (And Why That's Actually a Problem) Shayan ・ Jun 13 #postgres #database #programming #webdev  ( 2 min )

As a third-year computer science student, I've countless times wrestled with web applications hobbled by performance bottlenecks, the rhythmic clatter of my keyboard a late-night soundtrack to my frustrations. Textbooks painted pictures of efficiency and simplicity, yet real-world projects, with their layers of abstraction, redundant calls, and the ever-present specter of cyclomatic complexity, often left me feeling bewildered. Then, during an accidental exploration of an open-source project, I felt as if I'd pushed open a door to a new world, encountering an unsung hero that reshaped my understanding of "efficiency" and "elegance." When I first encountered it, frankly, my expectations weren't high. After all, the market is saturated with frameworks, each with its own merits, and for a new…  ( 13 min )

💭 Remember those intense desk battles during free periods? 📝 Just a paper grid, two pens, and that one friend you had to beat in Tic-Tac-Toe. 👾 But what if I told you… 💬 All I did was chat with Amazon Q CLI. That’s it. ⚡ No IDE boot-up. 🎮** What I Built** Title: Tic-Tac-Toe Rebooted Tech Stack: Python + Pygame Generated by: Amazon Q CLI 🚀 Why Amazon Q CLI? Features Prompts I Used The game should include five states: MENU, PLAYING, RESULT, VICTORY, and DEFEAT. In the MENU state, show “Play Game” and “Quit” buttons with hover effects and play click sounds when selected. During the PLAYING state, show a stylized 3x3 grid and allow the player to click a cell to place their X icon with sound feedback. The computer responds after a short delay using a basic AI. Provide hover effects on empty cells and highlight the winning row/column/diagonal when a win condition is met. Once a round ends, transition to the RESULT state, displaying “You Won!”, “Computer Wins!”, or “It’s a Draw!” with the respective sound effect. Provide buttons for “Play Again” and “Main Menu,” each with sound and visual feedback. Track how many rounds the player and computer win, and when either side reaches 3 wins, show a VICTORY or DEFEAT overlay. These should include options for “Next Match” and “Main Menu,” with celebratory or defeat-themed audio and visuals. Final Output: Link of My project:Git Hub Guide: Thanks to Subha Mondal Sir  ( 4 min )

Day 1: First Encounter with Hyperlane I stumbled upon the Hyperlane Rust HTTP framework on GitHub and was immediately captivated by its performance metrics. The official documentation states: "Hyperlane is a high-performance and lightweight Rust HTTP framework designed to simplify the development of modern web services while balancing flexibility and performance." I decided to use it for my distributed systems course project. I started with the Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into the design of Hyperlane's Context. In traditional frameworks, you would retrieve the request method like this: let method = ctx.get_request().await.get_method(); But Hyperlane offers a more elegant approach: let method = ctx.get_request_method().await; My Understanding: T…  ( 5 min )

It's time I show you one of the coolest GitHub Actions we're using at Nixopus.If you're like me, you're probably more curious about the “why” than just hearing the solution — QEMU. So before diving into how we use QEMU, let me walk you through the why — so the context is clear and the solution makes perfect sense. Nixopus is a platform that streamlines your entire VPS/server workflow. But deploying it wasn’t always smooth — we hit a few bottlenecks that made us rethink our existing approach. Here’s the situation, We offer a self-hosting one-liner installation script. This script handles: Docker setup SSH configuration Proxy management Bringing up Nixopus services (API, database, etc.) Naturally, this raised a few critical questions: How can we test this installation script every time w…  ( 5 min )

I. Introduction to the Printer Bluetooth Module Currently, most mainstream printers do not come equipped with Bluetooth. Due to cost constraints and other factors, many still rely on USB for communication with computers to facilitate data exchange for printing. In the early days, Bluetooth technology developed slowly, and printer-type products were positioned as high-end, making development quite challenging. For example, a requirement to connect one iOS device and seven Android host devices simultaneously to send print data was nearly impossible to achieve cost-effectively. Most current module products consist of an MCU paired with a Realtek dual-mode Bluetooth chip. The reason for this combination remains unclear to us. However, in reality, many products do not require such high specifi…  ( 4 min )

As a junior computer science student, I was working on a campus second-hand trading platform project last semester when I stumbled upon the Hyperlane Rust HTTP framework. I was in a dilemma about choosing a framework— it needed to be powerful enough to handle the peak trading at the end of the semester, and its syntax had to be simple so that I, as a Rust newbie, could get up to speed quickly. To my pleasant surprise, Hyperlane exceeded all my expectations. Today, I want to share my experience with this amazing framework! When I first started writing route functions, I was amazed by Hyperlane’s Context (or ctx for short). I remember the first time I wanted to get the request method. In traditional Rust HTTP frameworks, I would have to write: let method = ctx.get_request().await.get_method(…  ( 6 min )

As a third-year student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "modern" web development. Today, as an explorer, combining my "ten-year veteran editor's" pickiness wit…  ( 10 min )

API keys used to be the go-to solution for securing mobile apps. But in 2025, that’s no longer good enough. Reverse engineering, emulators, and bot traffic are making mobile backends more vulnerable than ever. Hardcoded API keys can’t tell you who’s making a request—or whether the app has been tampered with. That’s where native mobile security steps in. Every time you ship an API key inside your app, you risk it being extracted, shared, or automated. Bots can simulate app behavior, spam your backend, and exploit free-tier resources. You can rotate keys. You can obfuscate code. But you can’t secure what you can’t verify. And API keys alone give you zero context. Android and iOS now support cryptographic attestation: Play Integrity API (Android) checks device and app integrity. App Attestation (iOS) uses a Secure Enclave key tied to your app. These tools help you prove each request comes from the genuine app on a real device—closing the door on emulators, clones, and jailbroken systems. Instead of relying on hardcoded secrets, more teams are issuing short-lived tokens (e.g., JWTs) only after attestation passes. This gives you: Trust at runtime—not just at build time The ability to flag low-integrity devices Protection against token reuse and API scraping As more apps adopt freemium models or expose APIs to third parties, the surface area for abuse grows. Native security features aren’t “nice to have” anymore—they’re critical infrastructure. In 2025, secure API access in mobile apps means embracing the verification tools built into the OS. It’s the only scalable way to implement your mobile-to-api security strategy with confidence. P.S. If you’re looking for a backend that handles attestation and token issuance out of the box, check out Calljmp—it’s built for mobile-first apps.  ( 4 min )

Business cards, flyers, and brochures Social media graphics Website UI/UX designs Infographics and illustrations Corporate presentations and banners We take time to understand your brand and ensure every design asset aligns with your vision and values. Figma and Adobe XD for UI/UX Canva for fast social designs CorelDRAW and Sketch for vector-based work From pixel-perfect layouts to bold, artistic visuals—we have the skills to make your brand stand out. Quick revisions Clear timelines and delivery schedules Transparent communication at every step You’ll always know what to expect and when. 3D and immersive visuals Gradient overlays and dynamic color schemes Responsive design for mobile and social platforms Motion graphics and animated designs Client-Centered Approach Collaborative feedback loops Unlimited minor revisions Friendly support and advice “Web Era Solutions gave our brand a new life through their designs. Their creativity and dedication are unmatched.” – Priya T., Clothing Brand Owner Monthly design retainers for ongoing needs One-time project-based pricing Custom quotes for bulk or enterprise designs Whether you need a single design or a full branding overhaul, we have a solution that fits. Real estate Health & wellness Education Hospitality Technology startups The same amount of enthusiasm, accuracy, and professionalism are given to every assignment. Improve brand recall Drive more clicks Generate leads or sales Design isn’t just art—it’s strategy. Final Thoughts When you choose Web Era Solutions, you’re not just hiring a graphic design agency—you’re partnering with a creative powerhouse that’s passionate about helping your business grow. Our blend of innovation, affordability, professionalism, and results-driven design makes us the smart choice for businesses that want to make a lasting impression. Looking for the best graphic design services for your brand? Let Web Era Solutions bring your ideas to life—beautifully and effectively.  ( 5 min )

Introduction Multithreading in Java is the solution to give you better performance and speed while developing applications. In today’s world, speed and performance matters a lot, especially in software applications. From a web page loading through a mobile app running, users want everything instantly; they do not want any delay in their work. This is the reason Java is used with multithreading as it makes a program do all its functions simultaneously. This makes the application faster, more efficient, and more responsive. What is multithreading? Running multiple threads simultaneously within a single program is called multithreading. A thread is like a small part of a program that can run a task separately. In simple words, a thread is like a lightweight process: when you start a J…  ( 5 min )

As a junior majoring in Computer Science and Technology, I always felt my programming journey was full of "waiting, waiting, waiting." Waiting for projects to compile, waiting for tests to run, especially when dealing with course designs involving network requests and high concurrency, the sluggish response speed simply made me question life. My roommates often complained too, wondering why these "toy" projects we wrote were so laggy. Until, by a stroke of luck, I encountered a framework that could be called "black technology." It completely overturned my understanding of web backend development and, for the first time, made my code feel like it was "taking off." In this "adventure log," I want to share, from the perspective of an ordinary junior student, combined with my learning and prac…  ( 28 min )

作为一名开发者，参与开源项目时，编写清晰的 Git commit 信息可能是一项繁琐的任务，尤其是对英语非母语的开发者。Lumen 是一个利用 AI 自动生成 commit 信息的工具，大大简化了这一过程。本文将分享如何使用 Lumen、解决常见问题，并提供一个 Fish shell 脚本优化工作流。 Lumen 的核心功能是通过分析代码变更生成符合规范的 commit 信息。基本用法非常简单： lumen draft 例如，修改了 README.md 文件后运行： lumen draft feat(README): Add test section 这会生成一条 commit 信息，但仅显示而未提交。如果想直接提交，可以结合 Git 命令： lumen draft | git commit -F - 这将生成 commit 信息并直接提交。 运行 lumen draft 时，可能会遇到以下错误： error: diff (staged) is empty 这是因为 Lumen 默认调用 git diff --staged，而你尚未使用 git add 添加文件到暂存区，导致 diff 为空。 修改 Lumen 源代码以使用 git diff（而非 git diff --staged）。具体步骤： 下载 Lumen 源代码（https://github.com/jnsahaj/lumen）。 编辑 src/command/mod.rs 文件，第 45 行左右，将 Diff::from_working_tree(true) 改为 false： diff --git a/src/command/mod.rs b/src/command/mod.rs index b51a8d1..c643a5b 100644 --- a/src/command/mod.rs +++ b/src/command/mod.rs @@ -42,7 +42,7 @@ impl CommandType { } CommandType::List => Box::new(ListCommand), CommandType::Draft(context, draft_config) => Box::new(DraftCommand { - git_entity: GitEntity::Diff(Diff::from_working_tree(true)?), + git_entity: GitEntity::Diff(Diff::from_working_tree(false)?), draft_config, context, }), 保存后重新编译运行，lumen draft 即可基于工作目录的更改生成 commit 信息。 为避免 AI 生成的 commit 信息直接提交（可能包含错误），可以使用 gum 工具添加确认步骤。以下是一个 Fish shell 函数，自动生成 commit 信息并提供确认选项： function aic set RESULT (lumen draft) echo $RESULT echo "Committing..." gum confirm "是否提交代码？" && git commit -a -m "$RESULT" || echo "已取消提交" end 确保已安装 lumen 和 gum。 将上述函数添加到你的 Fish shell 配置文件（通常是 ~/.config/fish/config.fish）。 修改代码后运行 aic，查看生成的 commit 信息，确认后提交或取消。 Lumen 是一个强大的工具，能帮助开发者快速生成规范的 Git commit 信息。通过简单的代码修改，可以解决 git diff --staged 的限制。结合 Fish shell 和 gum 工具，你可以进一步优化工作流，确保提交前能够检查 AI 生成的结果。这个方案特别适合非英语母语的开发者，提升效率的同时保持提交信息的质量。  ( 3 min )

As a junior majoring in Computer Science and Technology, I always felt my programming journey was full of "waiting, waiting, waiting." Waiting for projects to compile, waiting for tests to run, especially when dealing with course designs involving network requests and high concurrency, the sluggish response speed simply made me question life. My roommates often complained too, wondering why these "toy" projects we wrote were so laggy. Until, by a stroke of luck, I encountered a framework that could be called "black technology." It completely overturned my understanding of web backend development and, for the first time, made my code feel like it was "taking off." In this "adventure log," I want to share, from the perspective of an ordinary junior student, combined with my learning and prac…  ( 28 min )

Hiring an AI Engineer? Sure, flashy RAG flows and multi-agent demos look cool—but the real challenge is building a reliable, cost-effective system that works in production. Here’s what I would actually want to know during interviews. Question: Can you design data ingestion → preprocessing → model inference → sserving? What I’m looking for: Data pipelines (ETL tools, streaming vs batch) Model hosting (serverless vs containerized) API layers (REST/gRPC, WebSockets) Bottlenecks (I/O, network, compute) and mitigation (caching, sharding) Question: How would you estimate hosting, inference, and storage costs? How can you reduce them? Details: Pricing models (per-token, per-hour GPU, storage IOPS) Trade-offs: smaller models, mixed precision, spot instances Auto-scaling strategies and c…  ( 4 min )

As a third-year computer science student with an insatiable thirst for knowledge, my exploration of technology never ceases. After countless experiences compiling code and deploying projects, I've come to a profound realization: beyond the pursuit of ultimate performance and an elegant development experience, the security and reliability of a software system are the cornerstones that sustain its very lifeblood. Especially in the current era, where data breaches are frequent and cyber-attack methods are constantly evolving, forging an unbreakable digital shield for our applications has become a critical issue that every developer must seriously consider. Recently, while deeply experiencing a web backend framework built on the Rust language, I was deeply impressed by its thoughtful considera…  ( 9 min )

As a third-year computer science student, I've countless times wrestled with web applications hobbled by performance bottlenecks, the rhythmic clatter of my keyboard a late-night soundtrack to my frustrations. Textbooks painted pictures of efficiency and simplicity, yet real-world projects, with their layers of abstraction, redundant calls, and the ever-present specter of cyclomatic complexity, often left me feeling bewildered. Then, during an accidental exploration of an open-source project, I felt as if I'd pushed open a door to a new world, encountering an unsung hero that reshaped my understanding of "efficiency" and "elegance." When I first encountered it, frankly, my expectations weren't high. After all, the market is saturated with frameworks, each with its own merits, and for a new…  ( 13 min )

🔸 What is Binding in Java? Binding means linking a method call to the method definition. There are two types of binding in Java: Static Binding – happens at compile time Dynamic Binding – happens at runtime 🔸 What is Dynamic Binding? Dynamic Binding (or Late Binding) is when Java decides at runtime which method to call based on the actual object, not the reference type. Java where the method implementation to be executed is determined at runtime based on the actual object type, not just its declared type. This differs from static binding, where the method call is resolved at compile time When and Why Use Dynamic Binding? You should use it when: ✅ You want runtime polymorphism Dynamic binding refers to the process in which linking between method call and method implementation is resolve…  ( 4 min )

Introduction 🖥️ Have you ever needed a way to limit a Windows 11 device to just one website? Whether for customer-facing kiosks, educational tools, or streamlined workflows, Windows 11 Kiosk Mode provides a seamless solution. In this article, we’ll explore how to set up and optimize the “single website” mode, emphasizing how it can simplify operations. Let’s dive in and discover how this feature can work for you with the added benefit of tools like VantageMDM. Windows 11 Kiosk Mode is a specialized setup that locks a device into a single application or website. Designed for public or dedicated-use systems, it ensures that users only access specific resources, reducing distractions and enhancing security. In single-website mode, the kiosk locks the browser to display only one predefined …  ( 5 min )

As a computer science student about to enter my senior year, I'm deeply fascinated by the evolution of software architecture. From monolithic giants to Service-Oriented Architecture (SOA), and now to the red-hot microservices architecture, each transformation aims to solve the pain points of its era and propel software engineering towards greater efficiency, flexibility, and reliability. In my studies and practice, microservices, with their numerous advantages like independent deployment, technological heterogeneity, and elastic scalability, have profoundly captivated me. However, microservices are not a silver bullet; while bringing benefits, they also introduce new complexities. Choosing a suitable framework to navigate this microservices wave has become a key focus of my recent thoughts…  ( 9 min )

In the previous post, we implemented a market-watching bot that continuously monitors the BTC/USDT market on Binance exchange and provides updates on the relative-strength indicator (RSI) values. With this system in place, we may wish to be notified when noteworthy trading opportunities arise. This blog post will delve into that topic. Get Notified! A simple approach would be to send an email whenever RSI crosses a significant threshold. While this approach is valid, we believe that messaging apps could be more advantageous for our intended purpose. Messaging apps typically offer various notification settings, and the ease of joining or leaving a group chat. Although email can provide similar functionalities, it tends to be more complicated, and carries the risk of being perceived as spa…  ( 6 min )

Key Highlights of WWDC 2025 and iOS 26 Rumors What made WWDC 2025 such a landmark event for Apple? Apple's 2025 Worldwide Developers Conference (WWDC) was not just another yearly update event. It marked a shift in how the company views software design, artificial intelligence, and user experience. Apple decided to not disclose any hardware at WWDC 2025 and instead focus exclusively on software since they save hardware reveals for the more traditional September event. The keynote unveiled sweeping changes across all major platforms, with the other big reveal being the newly minted iOS 26 and all on display in a new design language called "Liquid Glass." What Is the New Liquid Glass Design and How Will It Change Apple Devices? Probably the most talked about announcement made at WWDC 2025 was…  ( 7 min )

As a junior computer science student, I was working on a campus second-hand trading platform project last semester when I stumbled upon the Hyperlane Rust HTTP framework. I was in a dilemma about choosing a framework— it needed to be powerful enough to handle the peak trading at the end of the semester, and its syntax had to be simple so that I, as a Rust newbie, could get up to speed quickly. To my pleasant surprise, Hyperlane exceeded all my expectations. Today, I want to share my experience with this amazing framework! When I first started writing route functions, I was amazed by Hyperlane’s Context (or ctx for short). I remember the first time I wanted to get the request method. In traditional Rust HTTP frameworks, I would have to write: let method = ctx.get_request().await.get_method(…  ( 6 min )

As a third-year student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "modern" web development. Today, as an explorer, combining my "ten-year veteran editor's" pickiness wit…  ( 10 min )

🧾 Build Your Own Custom QR Code Generator – No Libraries, No Ads! ✅ Generates QR codes instantly 🚀 Try It Live 🔧 Features: Customize size & colors Live preview while typing Download QR as PNG Clean glassmorphism-style UI 🧑‍💻 Built With: CSS (modern design) JavaScript using qrcode.js 💡 Why I Made It: ⭐ Show Some Love Got suggestions or feedback? Drop a comment below 👇  ( 3 min )

As a third-year computer science student, I've countless times wrestled with web applications hobbled by performance bottlenecks, the rhythmic clatter of my keyboard a late-night soundtrack to my frustrations. Textbooks painted pictures of efficiency and simplicity, yet real-world projects, with their layers of abstraction, redundant calls, and the ever-present specter of cyclomatic complexity, often left me feeling bewildered. Then, during an accidental exploration of an open-source project, I felt as if I'd pushed open a door to a new world, encountering an unsung hero that reshaped my understanding of "efficiency" and "elegance." When I first encountered it, frankly, my expectations weren't high. After all, the market is saturated with frameworks, each with its own merits, and for a new…  ( 13 min )

Learn how JavaScript’s seven new Set methods—difference, intersection, union, symmetricDifference, isDisjointFrom, isSubsetOf, and isSupersetOf—let you write cleaner, more expressive code. In ES6, the Set object became a staple for storing unique values, but until recently, combining or comparing sets required clunky loops or array conversions. You might have written code like this to get the intersection of two sets: const intersection = new Set( [...setA].filter(x => setB.has(x)) ); Thankfully, JavaScript now includes built-in methods that make these operations concise and self-documenting. In this article, we’ll explore seven powerful Set methods—difference(), intersection(), union(), symmetricDifference(), isDisjointFrom(), isSubsetOf(), and isSupersetOf()—to help you refactor old c…  ( 6 min )

As a computer science student about to enter my senior year, I'm deeply fascinated by the evolution of software architecture. From monolithic giants to Service-Oriented Architecture (SOA), and now to the red-hot microservices architecture, each transformation aims to solve the pain points of its era and propel software engineering towards greater efficiency, flexibility, and reliability. In my studies and practice, microservices, with their numerous advantages like independent deployment, technological heterogeneity, and elastic scalability, have profoundly captivated me. However, microservices are not a silver bullet; while bringing benefits, they also introduce new complexities. Choosing a suitable framework to navigate this microservices wave has become a key focus of my recent thoughts…  ( 9 min )

In the current ecosystem of Rust Web frameworks, Hyperlane is increasingly demonstrating its strong competitiveness as a "new generation of lightweight and high-performance frameworks." This article will comprehensively analyze the advantages of Hyperlane by comparing it with mainstream frameworks such as Actix-Web and Axum, especially in terms of performance, feature integration, development experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Only depends on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Many internal abstraction layers Actix ✅ Request middleware Partial support (requires plugins) ⚠️ Path macros…  ( 5 min )

Ansible is widely used for IT automation, configuration management, and orchestration—especially in Red Hat Enterprise Linux (RHEL) environments. While it simplifies many tasks, troubleshooting can become necessary when things don’t go as planned. In this blog, we’ll walk through how to approach and resolve common issues with Ansible in a Red Hat Automation environment—without diving into code. **✅ 1. Confirm Ansible Is Properly Installed The tool not being recognized. Incorrect versions or outdated installations. Missing dependencies. To address this: Use Red Hat's official package repositories. Ensure system updates and required packages are installed. Check your subscription and access permissions through Red Hat Customer Portal. **🔍 2. Validate Your Inventory and Host Configuration Mi…  ( 4 min )

The Day I Decided to Befriend the Terminal Last week, I made a decision that both excited and terrified me: I decided to learn Linux. Not just the surface-level "copy-paste commands from Stack Overflow" approach I'd been using, but really understand what's happening under the hood. Linux is Actually Logical The first thing that clicked for me was understanding that Linux isn't just a random collection of cryptic commands. It's built on a philosophy so elegant it's almost beautiful: do one thing, and do it well. The City Metaphor of Linux Hardware is like the city's infrastructure—the roads, power lines, and water systems. It's there, it's essential, but most people don't think about it day-to-day. The Shell The terminal intimidated me for years. All those black screens with white text look…  ( 6 min )

As a third-year computer science student, code, for me, has long transcended from a cold set of instructions to a language brimming with logical beauty and creative joy. I've wandered through the intricacies of algorithms and lost myself in the complexities of engineering. Through countless nights of burning the midnight oil and debugging, I've profoundly realized how invaluable an "understanding" development framework is to a developer. It not only significantly boosts our work efficiency but also allows us to experience a smooth, flowing pleasure in the coding process. Recently, I was fortunate enough to encounter such a framework. With its unique design philosophy and profound insight into the developer's mental model, it made me feel as if I had found the "poetry and horizon" in the wo…  ( 9 min )

As a junior majoring in computer science, I was introduced to the Hyperlane framework while working on a Web service project. This high-performance Rust HTTP framework completely changed my perception of Web development. Below is my true experience of learning and applying Hyperlane. When I first started using Hyperlane, I was pleasantly surprised by its clean Context (ctx) abstraction. Previously, in other frameworks, I had to write verbose calls like: let method = ctx.get_request().await.get_method(); Now, it’s as simple as one line of code: let method = ctx.get_request_method().await; This design significantly enhances the readability of my code, especially when dealing with complex business logic, eliminating the need for nested method calls. When implementing RESTful APIs, Hyperlane…  ( 5 min )

As a third-year computer science student, I've countless times wrestled with web applications hobbled by performance bottlenecks, the rhythmic clatter of my keyboard a late-night soundtrack to my frustrations. Textbooks painted pictures of efficiency and simplicity, yet real-world projects, with their layers of abstraction, redundant calls, and the ever-present specter of cyclomatic complexity, often left me feeling bewildered. Then, during an accidental exploration of an open-source project, I felt as if I'd pushed open a door to a new world, encountering an unsung hero that reshaped my understanding of "efficiency" and "elegance." When I first encountered it, frankly, my expectations weren't high. After all, the market is saturated with frameworks, each with its own merits, and for a new…  ( 13 min )

🚀 Getting Started On June 7, 2025, I took my first real step into the world of DevOps.I had just wrapped up a crash course in Linux, and I was curious: "What if I could automate the boring stuff I was doing manually?" 1 week. 2 real projects. Let’s see what I can build. This blog captures that journey — the good, the broken, and the lessons. 🗂️ GitHub Link: View on GitHub I wanted to automate the deployment process of a Django app using a single Shell script. The goal was to: Clone a GitHub repo Set up Docker and Docker Compose Build and run the app containers with a single command The importance of breaking down a task into smaller steps using functions — like cloning a repo, checking dependencies, building containers, and running them. How to use Shell commands like cd, git clone, i…  ( 7 min )

Day 1: First Encounter with Hyperlane I stumbled upon the Hyperlane Rust HTTP framework on GitHub and was immediately captivated by its performance metrics. The official documentation states: "Hyperlane is a high-performance and lightweight Rust HTTP framework designed to simplify the development of modern web services while balancing flexibility and performance." I decided to use it for my distributed systems course project. I started with the Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into the design of Hyperlane's Context. In traditional frameworks, you would retrieve the request method like this: let method = ctx.get_request().await.get_method(); But Hyperlane offers a more elegant approach: let method = ctx.get_request_method().await; My Understanding: T…  ( 5 min )

Bad names cost time. Good names vanish — because they just make sense. ✅ isVisible, hasAccess, canRetry — clear boolean flags 🔁 onClick, onClose — event handlers by name 🧩 useToggle — hint that there’s logic inside 🧮 i, j, x, y, r, g, b, t — short, but always clear in context 🧱 MAX_USERS, DEFAULT_PORT — constants should scream Naming is the most portable skill in engineering. Use it well. https://javascript.plainenglish.io/readable-code-in-2025-how-to-name-everything-right-69ebab02e35c  ( 3 min )

Day 1: First Encounter with Hyperlane I stumbled upon the Hyperlane Rust HTTP framework on GitHub and was immediately captivated by its performance metrics. The official documentation states: "Hyperlane is a high-performance and lightweight Rust HTTP framework designed to simplify the development of modern web services while balancing flexibility and performance." I decided to use it for my distributed systems course project. I started with the Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into the design of Hyperlane's Context. In traditional frameworks, you would retrieve the request method like this: let method = ctx.get_request().await.get_method(); But Hyperlane offers a more elegant approach: let method = ctx.get_request_method().await; My Understanding: T…  ( 5 min )

Tired of boilerplate? I use kr-observable to manage state with: ✨ Class fields as reactive state 🔁 Auto-updates in UI — no hooks or reducers 🎯 Just JavaScript — no ceremony Full article + live code: https://javascript.plainenglish.io/keeping-state-simple-in-2025-with-observable-65ba93a263bd  ( 3 min )

Tired of syncing selectors, reducers, and epics for every API call? 🧩 Why React Query? Zero boilerplate for data fetching Automatic caching by key Background refresh while user interacts Built-in loading, error, and success states Fully typed, no middleware required https://javascript.plainenglish.io/react-query-in-2025-faster-data-leaner-code-191ecb8b5ef4  ( 3 min )

React Native’s New Architecture introduces Turbo Native Modules—a performant way to integrate native platform APIs into your JavaScript codebase. In this guide, we'll walk through building a cross-platform persistent storage module (localStorage) using Turbo Native Modules with Codegen, targeting both Android and iOS. Your app may need to access native APIs that aren’t available in React Native or existing libraries. Turbo Modules allow tight integration between JS and native code with improved performance, type safety, and cross-platform consistency. We’ll build an example called NativeLocalStorage using: Android’s SharedPreferences iOS’s NSUserDefaults 🛠️ Step 1: Set Up the Project Create a new app with the latest React Native CLI: npx @react-native-community/cli@lates…  ( 6 min )

Hash tables are a fundamental data structure in computer science, widely used due to their efficiency in storing and retrieving data. This article delves into the core components that make up a hash table as an Abstract Data Type (ADT). We will explore how these components interact, ensuring optimal performance and reliability. Hash tables rely on several key components, each playing a crucial role in data management and retrieval. Understanding these components is vital for developers and computer scientists who aim to leverage the power of hash tables in their applications. At the heart of a hash table is an array. This array serves as the storage mechanism for the hash table, where each slot, often referred to as a "bucket," holds the data elements. The choice of array size can signific…  ( 6 min )

In the current ecosystem of Rust Web frameworks, Hyperlane is increasingly demonstrating its strong competitiveness as a "new generation of lightweight and high-performance frameworks." This article will comprehensively analyze the advantages of Hyperlane by comparing it with mainstream frameworks such as Actix-Web and Axum, especially in terms of performance, feature integration, development experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Only depends on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Many internal abstraction layers Actix ✅ Request middleware Partial support (requires plugins) ⚠️ Path macros…  ( 5 min )

🔹 "The pod’s fine." Sound familiar? This article takes you through a modern, layered walk of Kubernetes networking — from Pod IPs to eBPF, from CNI to Ingress, and everything in between. What you'll get: 🚦 How Pods get their IPs (and what to check when they don't) 🧱 CNI plug-ins compared: Calico, Cilium, Flannel, Multus, and more 🌐 Gateway API vs Ingress — what's replacing what 🔒 Service Mesh options that won’t melt your CPU 🛠️ My go-to checklist for debugging 90% of network issues in production No fluff, no jargon — just tools, diagrams (if you want), and lived-through production advice. 📖 Read the deep dive here: https://medium.datadriveninvestor.com/follow-the-packet-a-2025-deep-dive-into-kubernetes-networking-layers-643c712f6e7b  ( 3 min )

As a third-year computer science student with an insatiable thirst for knowledge, my exploration of technology never ceases. After countless experiences compiling code and deploying projects, I've come to a profound realization: beyond the pursuit of ultimate performance and an elegant development experience, the security and reliability of a software system are the cornerstones that sustain its very lifeblood. Especially in the current era, where data breaches are frequent and cyber-attack methods are constantly evolving, forging an unbreakable digital shield for our applications has become a critical issue that every developer must seriously consider. Recently, while deeply experiencing a web backend framework built on the Rust language, I was deeply impressed by its thoughtful considera…  ( 9 min )

The line between UIKit and SwiftUI continues to blur in the most delightful way. With iOS 26, Apple has brought one of SwiftUI's most beloved features—automatic observation tracking—directly into UIKit. Combined with the new updateProperties() lifecycle method, UIKit developers can now enjoy the reactive programming benefits that SwiftUI developers have been raving about since long. Remember this familiar UIKit code? class ProfileViewController: UIViewController { var user: User? { didSet { updateUI() } } func updateUI() { nameLabel.text = user?.name avatarImageView.image = user?.avatar setNeedsLayout() } } Forget to call updateUI()? Your UI stays stale. Call it too often? Performance takes a hit. This tedious pattern has been the bane of …  ( 6 min )

As a computer science student about to enter my senior year, I'm deeply fascinated by the evolution of software architecture. From monolithic giants to Service-Oriented Architecture (SOA), and now to the red-hot microservices architecture, each transformation aims to solve the pain points of its era and propel software engineering towards greater efficiency, flexibility, and reliability. In my studies and practice, microservices, with their numerous advantages like independent deployment, technological heterogeneity, and elastic scalability, have profoundly captivated me. However, microservices are not a silver bullet; while bringing benefits, they also introduce new complexities. Choosing a suitable framework to navigate this microservices wave has become a key focus of my recent thoughts…  ( 9 min )

The 5-Minute AI Audit: How Development Teams Are Using ChatGPT to Debug 10x Faster Pratham naik for Teamcamp ・ Jun 14 #webdev #productivity #devops #opensource  ( 2 min )

Introduction NAPS2 (Not Another PDF Scanner 2) is a free and open-source scanner document scanning application that simplifies the process of scanning documents to PDF and various other formats. With a focus on ease of use, NAPS2 enables users to scan documents from WIA, TWAIN, SANE, and ESCL scanners, organize the pages as desired, and save them in PDF, TIFF, JPEG, or PNG formats. NAPS2 is an open-source project, which means its source code is freely available for developers and enthusiasts to explore, modify, and contribute to. By contributing to NAPS2, users can help improve the software, fix bugs, and add new features that benefit the entire community. Open-source scanner projects, such as NAPS2, rely on the contributions of their community to thrive and improve over time. By participa…  ( 7 min )

See exactly how MCP standardizes AI agent development In our previous post, we introduced MCP as "HTTP for AI agents." In this post, let's see this in action with a bit more detailed example that shows the difference between building AI agents with traditional integrations vs. the MCP approach. Important Context: MCP is still early-stage, and most services don't have MCP servers yet. This example shows the vision of where MCP is heading and the problems it aims to solve. You're building an AI assistant that helps users plan trips. It needs to: Get weather forecasts Find nearby restaurants Book hotels Let's see how you'd build this today vs. with MCP. import requests import os class WeatherService: def __init__(self): self.api_key = os.getenv('WEATHER_API_KEY') self.ba…  ( 7 min )

Document translation in 2025 is no longer just about converting words from one language to another. With AI-powered tools, it's about preserving context, retaining formatting, and scaling across languages—all with speed, accuracy, and security. Whether you're translating contracts, academic papers, or scanned files, this FAQ-style guide answers the most common user questions on modern document translation—tools, tips, limitations, and how to get the best results. AI-powered document translation uses artificial intelligence—particularly natural language processing and machine learning—to understand, translate, and reformat text from documents across languages. Unlike traditional word-for-word translation, modern AI tools grasp context, grammar, and layout. They help businesses, students, re…  ( 5 min )

Users are typing smart questions, but your search bar is still stuck on keyword matching. 🎯 What You'll Build 🛠️ Prerequisites Azure subscription with Cognitive Search (Standard+) and Azure OpenAI resources .NET 7 or 8 SDK installed IDE: Visual Studio or VS Code 🗂️ Architecture Overview [User Query] → [.NET API] → [Azure Search (Hybrid)] → [Relevant Docs] → [Azure OpenAI RAG] → [Answer] ⚙️ Step 1: Configure Azure Cognitive Search Create a Standard or higher-tier Search service in Azure Portal (required for semantic & vector features). dotnet add package Azure.Search.Documents Note: Azure SKUs (e.g., Basic won’t work for vector/semantic). Azure CLI command: az search service create --name my-search --sku standard --resource-group my-rg 📦 Step 2: Index Your Documents with Embeddings v…  ( 4 min )

Introducing KemLang – A Gujarati-Inspired Toy Programming Language with a Smile 😄 Prit Patel ・ Jun 14 #programming #python #opensource #productivity  ( 3 min )

🌟 What is KemLang? KemLang is a fun and beginner-friendly toy programming language inspired by Gujarati. sharu, lakho, jo, and samaapt. ✨ It’s perfect for: Students just starting out Native Gujarati speakers Curious developers who love creative languages Try it instantly on the web or install it globally! 🔥 Try it online → kemlang.vercel.app 📘 Docs → kemlang.vercel.app 📆 npm → npmjs.com/package/kemlang ⭐ GitHub → github.com/pritpatel2412/kemlang 🚀 Quick Example Create a file called hello.kem: sharu { do naam = "KemLang"; lakho("Kem cho " + naam); } samaapt Then run it: kemlang hello.kem Output: Kem cho KemLang ✅ Gujarati-style syntax (sharu, jo, lakho, etc.) .kem files npm install -g kemlang kemlang yourfile.kem npx kemlang yourfile.kem Or just visit the online playground and code directly in your browser! KemLang uses a custom-built interpreter stack: Lexer: Breaks code into tokens Parser: Creates a tree structure Evaluator: Executes your logic Powered by a FastAPI backend + Node.js CLI Whether you’re into compilers, frontend design, or Gujarati humor — contributions are welcome! 🌱 Fork the repo 🧪 Suggest improvements or fix bugs 🌍 Add new Gujarati keywords! GitHub: github.com/pritpatel2412/kemlang KemLang isn’t just a toy language — it’s a celebration of culture, creativity, and code. If this made you smile or think, give it a try! ➡️ Star it on GitHub Kem cho, devs? Let's make coding fun again! 🚀💛 Made with ❤️ by @pritpatel2412  ( 4 min )

API testing is a cornerstone of modern software development, ensuring that application programming interfaces (APIs) are functional, reliable, and secure. Automated API testing frameworks empower teams to validate endpoints, check business logic, and catch regressions early—often as part of continuous integration/continuous deployment (CI/CD) pipelines. Below, we explore how to apply popular API testing frameworks, complete with real-world code examples and best practices. Postman: User-friendly GUI for exploratory and automated API testing. REST-assured: Java library for RESTful API testing. Requests + pytest: Python-based API testing. SoapUI: Powerful for SOAP and REST API functional and load testing. Cypress: JavaScript-based end-to-end and API testing. JMeter: Performance and…  ( 4 min )

Co-authored with AI 🚀 What: A Terraform module that deploys production-ready static sites (S3 + CloudFront) with enterprise features that other modules miss. 🔥 Key Features: ✅ Automatic cache invalidation (built-in Lambda system) ✅ Cross-account CloudFront logging (enterprise compliance) ✅ Wildcard domain support (perfect for PR previews) ✅ Subfolder root objects (automatic index.html serving) ⚡ Setup Time: 5 minutes vs 2-3 hours manual setup 📦 Get Started: source = "thu-san/static-site/aws" Building and deploying static websites on AWS seems straightforward until you need enterprise features like automatic cache invalidation, cross-account logging, or wildcard domain support. Most existing solutions require manual cache clearing, separate invalidation tools, or complex custom setups t…  ( 6 min )

As a third-year computer science student with an insatiable thirst for knowledge, my exploration of technology never ceases. After countless experiences compiling code and deploying projects, I've come to a profound realization: beyond the pursuit of ultimate performance and an elegant development experience, the security and reliability of a software system are the cornerstones that sustain its very lifeblood. Especially in the current era, where data breaches are frequent and cyber-attack methods are constantly evolving, forging an unbreakable digital shield for our applications has become a critical issue that every developer must seriously consider. Recently, while deeply experiencing a web backend framework built on the Rust language, I was deeply impressed by its thoughtful considera…  ( 9 min )

As a computer science student about to enter my senior year, I'm deeply fascinated by the evolution of software architecture. From monolithic giants to Service-Oriented Architecture (SOA), and now to the red-hot microservices architecture, each transformation aims to solve the pain points of its era and propel software engineering towards greater efficiency, flexibility, and reliability. In my studies and practice, microservices, with their numerous advantages like independent deployment, technological heterogeneity, and elastic scalability, have profoundly captivated me. However, microservices are not a silver bullet; while bringing benefits, they also introduce new complexities. Choosing a suitable framework to navigate this microservices wave has become a key focus of my recent thoughts…  ( 9 min )

Over the past few months, our team embarked on a large-scale migration from Jenkins to GitHub Actions for all our CI/CD pipelines. While Jenkins served us well for years, the growing complexity of maintaining infrastructure and plugins made us reconsider. GitHub Actions offered an elegant, integrated solution that aligned with our evolving DevOps culture. In this post, I’ll Walk you through why we made the switch, the lessons we learned, and how we successfully migrated 85+ deployment pipelines across three Jenkins instances—with zero downtime. 🧠 Why We Decided to Move on from Jenkins Here’s what pushed us to explore alternatives: Frequent issues due to outdated or broken plugins Overhead of maintaining three Jenkins servers Complex Groovy-based pipelines that lacked readability 💡 Why Gi…  ( 5 min )

Not every app needs Redux. Not every bug needs Zustand. The 80/20 Rule of State Management: 🧠 My personal tool progression (the hard way): Here’s a simple cheat sheet I use now:👇 ✅ Stick with local state when: • State is used in a single component • Logic is easy to test and reason about • No cross-page sync is needed ⚙️ Reach for external tools when: • You’re syncing state across routes or sessions • You need undo/redo, throttling, persistence • You’re hitting performance limits from context nesting or prop drilling Zustand is lean and intuitive. Redux is powerful but comes with overhead. Context is great — until it’s not. The tool isn’t the problem. Knowing when to use it is. 💬 What’s your biggest React state management mistake? Let’s make the community smarter, one insight at a time.  ( 3 min )

Introduction Early Life: A Hacker in the Making By his teenage years, Mitnick discovered the world of "phone phreaking," a hacking subculture focused on exploiting the telephone system. He became adept at manipulating phones to make free calls and to explore network infrastructure. His motivation wasn’t monetary—it was the intellectual challenge. He wanted to understand how systems worked, and more importantly, how to control them. The Rise of the Hacker: 1979–1988 Mitnick's hacking philosophy was centered around curiosity rather than financial gain. He broke into systems belonging to major corporations like Pacific Bell, Motorola, Nokia, and Sun Microsystems. His methods were often a combination of technical prowess and social engineering. He could trick employees into giving up sensitive…  ( 6 min )

作为计算机系大三学生，上学期我在做校园二手交易平台项目时，偶然发现了 Hyperlane 这个 Rust HTTP 框架。当时正为选框架发愁——既要性能够强扛住期末交易高峰，又得语法简洁让我这个 Rust 萌新能快速上手。没想到用下来完全超出预期，今天就来聊聊这个宝藏框架的使用体验！ 刚开始写路由函数时，我被 Hyperlane 的 Context（简称 ctx）惊艳到了。记得第一次想获取请求方法，按照 Rust 传统 HTTP 框架的写法，得这样： let method = ctx.get_request().await.get_method(); 但 Hyperlane 直接把方法"扁平化"了，现在我写的是： let method = ctx.get_request_method().await; 就像给书包分层整理一样，框架把请求/响应的子字段都按规则重命名了。设置响应状态码从set_status_code变成set_response_status_code，虽然多了几个字母，但代码逻辑像流程图一样清晰，再也不用翻文档找方法层级了！ 最让我上瘾的是它的请求方法宏。写首页路由时，我试着用了#[methods(get, post)]组合标注，结果比用枚举值一个个声明简单太多。后来发现还能简写#[get]，瞬间觉得写路由像写 Markdown 一样轻松： #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_body(key).await.send_body().awai…  ( 3 min )

Most collaborative apps break down under pressure: Edits vanish. Cursors clash. Users step on each other’s work. But with Phoenix LiveView and CRDTs, you can build conflict-free, multi-user interfaces that feel as smooth as Google Docs — all from the server. If two users type at once, what happens? With naïve state management, one user “wins” and the other’s edit gets dropped or overwritten. To solve this, you need: ⚡ Instant updates over WebSockets 🔀 Mergeable data structures 🖥️ Shared presence, cursors, highlights 🧠 State that survives latency and disconnects LiveView gives you the transport and rendering. CRDTs give you the consistency. Each edit is a discrete operation, not a blob of text. Phoenix.PubSub.broadcast(MyApp.PubSub, "doc:123", %{ op: :insert, pos: 24, char:…  ( 5 min )

从零开始的Hyperlane框架学习之旅：一个大三学生的真实体验 作为一名大三计算机系的学生，我在上学期的分布式系统课程项目中初次接触到了 Hyperlane 这个 Rust HTTP 框架。从最初的好奇到后来的深入使用，这个框架给我留下了深刻的印象。今天，我想分享一下我使用 Hyperlane 的心路历程。 第一次看到 Hyperlane 的文档时，我就被它的设计理念所吸引。作为一个性能导向的轻量级框架，它在保持高性能的同时，还提供了非常友好的开发体验。 首先，我只需要在 Cargo.toml 中添加一行依赖： [dependencies] hyperlane = "5.25.1" 相比其他框架动辄几十个依赖项，Hyperlane 只依赖 Tokio 和标准库，这让我在项目初始化时就感受到了它的轻量级特性。 在传统框架中，获取请求方法可能需要这样写： let method = ctx.get_request().await.get_method(); 而 Hyperlane 提供了更优雅的方式： let method = ctx.get_request_method().await; 这种扁平化的 API 设计让代码更加清晰易读，也减少了查阅文档的次数。 #[methods(get, post)] async fn root_route(ctx: Context) { ctx.set_response_status_code(200) .await .set_response_body("Hello hyperlane => /") .await; } 这种组合式的路由注解比其他框架一个个声明方法要简洁得多。 server.route("/goods/{id:\\d+}", |ctx| async move { let id = ctx.get_route_param("id").await.parse::().unwrap(); // 数据库查询逻辑... }).await; 内置的正则表达式支持让路由匹配更加灵活，不需要额外的插件。 在 AWS t2.micro 实例上进行压力测试： wrk -c360 -d60s http://localhost:8000/ 测试结果令人震惊： 框架 QPS Tokio 340,130 Hyperlane 324,323 Rocket 298,945 Gin (Go) 242,570 性能仅比底层的 Tokio 低 5%，但提供了完整的 Web 框架功能，这个数据让我在课程展示时收获了不少惊叹。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_body(key).await.send_body().await; ctx.set_response_body(body).await.send_body().await; } 无需额外的插件就能支持 WebSocket，这让我在实现实时聊天功能时省去了不少麻烦。 在升级到 v4.89+ 版本时，我遇到了一些生命周期的变化： // v4.89+ 推荐的请求中断方式 if should_abort { ctx.aborted().await; return; } 但框架清晰的版本说明让我很快适应了这些变化。 API 设计哲学：链式调用设计保持了 Rust 的优雅 性能密码：建立在 Tokio 的异步架构和零拷贝处理之上 中间件系统：洋葱模型提供了清晰的扩展点 路由灵活性：在简单参数和正则表达式之间取得了平衡 版本管理：仔细阅读 CHANGELOG 避免兼容性问题 通过这次项目实践，我不仅掌握了 Hyperlane 框架，还对现代 Web 框架的设计理念有了深入的理解。接下来，我计划： 深入研究 Hyperlane 的 WebSocket 支持 探索框架如何在底层利用 Rust 的零成本抽象 尝试基于 Hyperlane 构建微服务架构 Hyperlane 不仅仅是一个工具，它改变了我对编程的思考方式。每一次 ctx 调用，每一个中间件的编写，都在加深我对 Web 开发本质的理解。这个框架让我明白，性能和开发体验是可以兼得的，这就是 Rust 生态的魅力所在。  ( 3 min )

What is Rendering? Rendering is the process of converting your React components (written in JSX) into real HTML and JavaScript that the browser can understand and display. 🔄 Why Rendering Matters Rendering determines: When and where the HTML is created (on the client or the server) How fast the content shows up to users How well search engines (SEO) can read the page User experience (e.g., loading spinners vs pre-filled content) React (especially with frameworks like Next.js) provides multiple ways to render your application based on your needs: CSR (Client-Side Rendering) SSR (Server-Side Rendering) SSG (Static Site Generation) ISR (Incremental Static Regeneration) Client-Side Rendering means the browser is responsible for building and displaying the web page. When someone visits your …  ( 6 min )

Day 1: First Encounter with Hyperlane I stumbled upon the Hyperlane Rust HTTP framework on GitHub and was immediately captivated by its performance metrics. The official documentation states: "Hyperlane is a high-performance and lightweight Rust HTTP framework designed to simplify the development of modern web services while balancing flexibility and performance." I decided to use it for my distributed systems course project. I started with the Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into the design of Hyperlane's Context. In traditional frameworks, you would retrieve the request method like this: let method = ctx.get_request().await.get_method(); But Hyperlane offers a more elegant approach: let method = ctx.get_request_method().await; My Understanding: T…  ( 5 min )

Hyperlane 错误处理与调试指南：一个大三学生的实战总结 作为一名大三计算机系的学生，在使用 Hyperlane 开发校园项目的过程中，我深刻体会到了良好的错误处理和调试机制的重要性。这篇文章将分享我在这方面的实战经验。 async fn handle_request(ctx: Context) { match process_data().await { Ok(data) => { ctx.set_response_body(data) .await .send_body() .await; } Err(e) => { ctx.set_response_status_code(500) .await .set_response_body(e.to_string()) .await; } } } async fn error_middleware(ctx: Context) { if let Some(err) = ctx.get_error().await { let status_code = match err { AppError::NotFound => 404, AppError::Unauthorized => 401, _ => 500, }; ctx.set_response_status_code(s…  ( 4 min )

In volatile markets, every second counts. Your users don’t want to refresh—they want live prices, moving charts, and streaming data. Phoenix LiveView makes this not just possible—but elegant. No SPA. No JS frameworks. Just Elixir, sockets, and structured state. Most financial APIs (Binance, Coinbase, Polygon.io) expose WebSocket feeds. Use websockex to consume them: WebSockex.start_link( "wss://stream.binance.com:9443/ws/btcusdt@trade", __MODULE__, %{} ) Each message is a trade or price event. Forward it to your app via: Phoenix.PubSub.broadcast(MyApp.PubSub, "btc:usd", {:price_update, payload}) Then in your LiveView: def mount(_, _, socket) do Phoenix.PubSub.subscribe(MyApp.PubSub, "btc:usd") {:ok, assign(socket, latest_price: nil)} end def handle_info({:price_update, data}, …  ( 5 min )

Intro : What Is LINUX ? List Out The Flavors: -> Ubuntu These Are The Types & Its usage. So in short: Windows = 1 flavor by Microsoft Do You know , Why So Many Versions In Linux ? Buz It's An Open-source , anyone can Use The Kernal & Build Their our versions , So Different Team Builds Different Types Of Version / Flavors . Based On Various Goals . " OverView Of Linux & Its Flavors: " " Disadvantages of Linux..." We Need to see the advantage of an OS & The same the disadvantage too,So Lets see the Disadvantage of linux -> Some Popular Apps Don't Work You can't use full versions of software like Photoshop, MS Office, or Premiere Pro directly. You’ll need alternatives or tricks like Wine. -> Not the Best for Gaming Many popular games don’t support Linux well. Online multiplayer games may not work due to anti-cheat software issues. -> Hard to Learn at First If you're new, using the terminal and installing things without a simple installer might feel confusing. Conclusion : So finally, what I understood is — Linux is not just an operating system... it's a whole universe. But Linux? It's a community, a craft, and a culture. I’m not an expert. I’m just someone who stepped into the forest and decided to walk...!  ( 4 min )

From Choppy to Smooth: Your Guide to Native-Like Animation in JavaScript When it comes to building modern, fluid interfaces, the difference between a good animation and a great one lies in timing. That's where requestAnimationFrame comes in. This powerful JavaScript method synchronizes animations with the browser's rendering cycle, offering smoother motion and better performance than traditional interval-based approaches. In this article, we'll break down how requestAnimationFrame works, explore best practices, and show how it can transform your animations from jittery to seamless with just a few lines of code. Have you ever wondered how to create smooth, high-performance animations on your web pages without overloading your browser? In this article, we'll explore the powerful JavaScript f…  ( 5 min )

Hyperlane路由系统详解：从入门到实践的完整指南 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园项目的过程中，对其路由系统有了深入的理解。这篇文章将从实践角度，详细介绍 Hyperlane 的路由系统特性。 #[get] async fn hello_route(ctx: Context) { ctx.set_response_body("Hello, Hyperlane!") .await .send_body() .await; } #[methods(get, post)] async fn multi_method_route(ctx: Context) { let method = ctx.get_request_method().await; ctx.set_response_body(format!("Method: {}", method)) .await .send_body() .await; } server.route("/user/{id}", |ctx| async move { let user_id = ctx.get_route_param("id").await; // 处理用户信息... }).await; server.route("/product/{id:\\d+}", |ctx| async move { let product_id = ctx.get_route_param("id").await.parse::().unwrap(); // 商品详情处理... }).await; async fn api_routes(ser…  ( 3 min )

身为一名大三的计算机专业学生，我曾无数次在深夜的键盘敲击声中，与那些因性能瓶颈而显得步履蹒跚的Web应用较劲。教科书里的理论描绘着高效与简洁，但现实项目中的层层封装、冗余调用，以及那挥之不去的“圈复杂度”，总让我感到一丝迷茫。直到一次偶然的开源项目探索，我仿佛推开了一扇新世界的大门，遇到了一位“幕后英雄”，它让我对“高效”与“优雅”有了全新的认知。 初遇它时，坦白说，我并没有抱有太高的期望。毕竟，市面上的框架琳琅满目，各有千秋，新秀想要脱颖而出，非有过人之处不可。但当我真正沉下心来，阅读它的设计文档（那些简洁明了，直指核心的文字，颇有大家风范，绝非简单的API堆砌），尝试运行它的示例项目（那闪电般的启动速度和几乎察觉不到的资源占用，着实让我眼前一亮），我内心深处那作为“十年老编”的敏锐直觉和“十年开发者”的挑剔眼光告诉我：这，可能就是我一直在寻找的答案。 性能之巅：于无声处听惊雷 谈及Web框架，性能是绕不开的硬指标。以往的经验中，为了追求极致性能，我们往往需要在开发效率、代码可读性之间做出痛苦的妥协。复杂的异步逻辑、回调地狱、手动内存管理……这些都曾是高性能路上的拦路虎。然而，这款框架却以一种近乎“艺术”的方式，平衡了这一切。 它的核心设计哲学，我愿称之为“大道至简”。基于一种先进的异步非阻塞I/O模型，配合极致优化的事件循环机制，它从底层就奠定了高性能的基石。我曾尝试用它构建一个模拟高并发的校园论坛API，在相同的硬件条件下，相较于我之前熟悉的某主流框架，它的QPS（每秒请求数）提升了近70%，而平均响应时间则缩短了超过一半！这组数据，对于一个追求极致用户体验的开发者而言，无疑是振奋人心的。 更令我印象深刻的是它的资源控制能力。在长时间的压力测试下，内存占用始终保持在一个极低的水平，CPU利用率也异常平稳，几乎看不到毛刺。这背后，是其精巧的协程调度（或者类似轻量级线程的…  ( 2 min )

This communiqué originally appeared on Symfony Station. Welcome to this week's Symfony Station communiqué. It's your review of the essential news in the Symfony and PHP development communities focusing on protecting democracy. There's good content in all of our categories, so please take your time and enjoy the items most relevant and valuable to you. This is why we publish on Fridays. So you can savor it over your weekend. Once again, thanks go out to Javier Eguiluz and the team at Symfony for sharing our communiqué in their Week of Symfony. My opinions will be in bold. And will often involve cursing. Because humans. Especially tech bros. Fuck 'em! Updated Note: I had hoped to launch the redesign of this site on a new platform before this week's communiqué. The design is finished, but all…  ( 7 min )

Introdução: tecnologia como ponte, não como barreira Me chamo João Cláudio Nunes Carvalho e, como professor e cientista de dados com formação em física e experiência em projetos públicos e privados, dedico minha atuação a responder uma pergunta central: Como a IA pode ser usada para melhorar a educação pública, especialmente nas áreas mais vulneráveis do Brasil? 🎯 Diagnóstico orientado por dados Visualizar a distribuição de matrículas por etapa de ensino; Simular cenários com base em políticas públicas, como o FUNDEB 2025; Calcular automaticamente os valores de VAAF, VAAT e VAAR por município, com regras atualizadas. Essas ferramentas ajudam secretarias de educação a tomar decisões informadas, distribuindo melhor seus recursos e evitando desperdícios. 🤖 IA aplicada ao aprendizado: do ENEM ao ensino técnico Exemplos práticos: Geração de atividades personalizadas para alunos com deficiência com base em relatórios pedagógicos, respeitando as diretrizes da BNCC; Sistemas que analisam sentimentos em interações escritas de alunos, detectando possíveis sinais de desmotivação ou evasão. Todas essas soluções foram desenvolvidas com base em princípios éticos, transparência no uso dos dados e foco em acessibilidade. 🔁 Ciclos de feedback inteligente: o aluno no centro A performance do aluno é acompanhada em tempo real; Os conteúdos se adaptam às suas necessidades (ensino adaptativo); Os professores recebem alertas e sugestões pedagógicas baseadas em dados. Esse modelo aproxima a educação pública das experiências oferecidas por plataformas privadas de ensino, mas com controle público, transparência e foco social.  ( 4 min )

When you first dip your toes into GPU programming, the flood of scattered tutorials can feel overwhelming. Shader Learn (shader-learn.com) takes a different approach: one browser-based hub that blends concise lessons, live coding, and project challenges into a single feedback loop. Below is a practical tour of the platform, ready for publication on dev.to. Zero setup friction – An in-browser editor and WebGL canvas mean you write code and watch pixels change instantly; no local tool-chain required. ([shader-learn.com][1]) A structured curriculum – Six thematic tracks (Basic, Math, Lighting, Patterns, Animation, Noise) span 30-plus micro-lessons, each capped with an exercise and a canonical solution. ([shader-learn.com][2]) Project-first pedagogy – From particle storms to procedural texture…  ( 5 min )

That’s a compelling and relatable story — thank you for sharing it. Based on your request, I’ll now write a 3,000-word analytical article titled “From Public AI to Army AI: How Artificial Intelligence Evolved from Civilian Use to Military Superpower.” This article will explore how AI moved from general-purpose tools (like ChatGPT, image generators, etc.) to highly sophisticated military Abstract The evolution of artificial intelligence (AI) from public-facing tools like chatbots and image generators to advanced military applications marks a transformative chapter in both technological and geopolitical history. What began as helpful assistants for writing essays and generating art is now being refined into autonomous weapon systems, battlefield intelligence tools, and strategic warfare s…  ( 7 min )

Introduction: What’s the Fuss About Software Architecture? As a junior developer, it's easy to dismiss software architecture as something reserved for seniors, architects, or CTOs. You're often told to "just focus on writing code" or "get the feature working." And while that advice may hold some truth when you're starting, it's only part of the story. Understanding software architecture doesn't mean memorizing patterns or diagramming systems with abstract terms. It starts with something much simpler: thinking in structure. And structure is something you're already writing every time you sit down to code. Learning architecture early gives you an edge. It sets the foundation for scalable, readable, and maintainable software. Software architecture is the way a system is structured. Think of…  ( 6 min )

Certainly! Below is a 3000-word article titled **“From Public AI to Military AI: Evolution, Ethics, and Introduction Artificial Intelligence (AI) has transformed almost every domain of modern society—from personalized shopping to autonomous driving, healthcare diagnostics to predictive finance. At its core, AI is a general-purpose technology with the potential to amplify human capability, decision-making, and efficiency. While public AI focuses on consumer convenience, productivity, and societal advancements, a more covert and controversial branch has been growing in parallel: military AI. Military AI, or AI in defense, takes these technological innovations and repurposes them for national security, warfare, surveillance, and strategic command. The transition from public AI to military …  ( 7 min )

Introduction The rapid advancement of computational technologies has given rise to different classes of machines tailored to specific computational needs. Among these are normal (or general-purpose) computers, which serve everyday tasks, and supercomputers, which tackle highly complex and data-intensive operations such as climate modeling, quantum simulations, and real-time threat detection. While they share some fundamental architectural principles, programming each type differs vastly in terms of approach, optimization, parallelism, and resource handling. In this article, we will explore the core programming differences between normal computers and supercomputers. We will also delve into the architectural and theoretical reasons for these differences, compare typical programming enviro…  ( 7 min )

Git es una de las herramientas más importantes en el desarrollo de software. Este sistema de control de versiones distribuido permite gestionar proyectos de manera ordenada, rastrear cambios en los archivos, revertir errores y colaborar con otros de forma eficiente. Si eres nuevo en Git o quieres afianzar tus conocimientos básicos, esta guía te ayudará a comprender su funcionamiento y a dominar los comandos esenciales. Git es un sistema diseñado para manejar proyectos de software, especialmente cuando múltiples desarrolladores están trabajando en ellos simultáneamente. Imagina un gran equipo escribiendo un libro: cada persona trabaja en diferentes capítulos, corrige errores y guarda copias. Sin un sistema que organice esto, el caos sería inevitable. Aquí es donde entra Git. Git ofrece vari…  ( 6 min )

I’m not a Linux evangelist. I didn’t switch because I hate Microsoft, or because I wanted to compile my kernel by candlelight. I switched because I was curious—and kind of sick of Windows treating me like a toddler with a credit card. So I gave Linux Mint a shot. And honestly? It felt more like Windows than Windows does lately. When I first booted into Mint, I was greeted with a welcome menu that walked me through the basics: update your system, pick your layout, customize a bit. It was smooth. No command-line gauntlet, no cryptic driver errors. And here's the kicker: it immediately recognized my Alienware Graphics Amplifier and external NVIDIA GPU without any extra work. Just worked. That shocked me. At one point I wanted to rearrange my multi-monitor layout. My Windows brain kicked in: u…  ( 5 min )

Crafting Interpreters. This post describes my Rust code equivalence for the Scanning chapter. 🦀 Index of the Complete Series. This is the long list of existing Rust Lox Implementations. I downloaded and ran the first two, but I did not have a look at the code. I would like to take on this project as a challenge. If I complete it, I want it to reflect my own independent effort. Please note, code for this post can be downloaded from GitHub with: git clone -b v0.1.0 https://github.com/behai-nguyen/rlox.git rlox/ directory, then run the following command: $ cargo run Enter something like var str2 = "秋の終わり";, and press Enter — you will see the tokens printed out. Please refer to the screenshot below for an illustration. At the moment, inputs are processed independently, meaning each…  ( 5 min )

“Bhaiya Nokia waala Snake yaad hai na?” “Haan wahi, jo sabse pehle phone mein khela tha!” Bas wahi nostalgia lekar aaya hoon ek naye andaaz mein — AI aur Python ke tadke ke saath 🔥 Dekho, baat simple thi... AI ka power mila toh socha – “Kya kare jo maze bhi de, seekhne bhi mile, aur baccho ka dil bhi jeet le?” Tab yaad aaya – Nokia 1100 wala Snake Game 🐍 Jo kabhi mobile ki jaan tha, ab banega AI ke dum pe ek naya game! Bas fir kya tha... Amazon Q CLI ko bola: “Bhai ek mast Snake game bana do Python mein, cartoon-style hona chahiye, baccho ke liye” Aur Q CLI ne toh kamaal kar diya 💥 Amazon Q CLI se kaam karwane ke liye prompt ekdum chaat masala jaisa hai — sahi diya toh mazaa aa jaata hai 😋 Create a simple, kid-friendly Snake game using Python and Pygame. Clear bolna: "Baccho ke l…  ( 5 min )

🌳 **Bit Digital Forest — **A Web-Based Tribute to Sacred Trees Hello Devs! 👋 🌿 What is Bit Digital Forest? Bit Digital Forest is a collection of beautifully designed micro-websites, each dedicated to a specific sacred tree such as: 🌳 Neem Tree – Known for its medicinal uses and spiritual value. 🔥 Palash Tree – Also called the Flame of the Forest. 🌺 Gulmohar Tree – Celebrated for its vibrant red-orange flowers. 🌴 Peepal Tree – A symbol of life and divinity. 🌲 Sagwan (Teak) Tree – A valuable timber species. Each site offers: 🌱 Scientific & cultural info 💊 Medicinal uses 🎞️ Educational videos 🖼️ Image galleries 📄 PDF downloads 🔗 Serial-based tree ID system (yes, you can track a tree using its unique serial!) 👨‍💻 Tech Stack HTML5, CSS3, JavaScript Responsive, fast-loading design Hosted using Netlify (free & accessible) Future-ready for expansion into progressive web apps 👥 Meet the Team Project Guide: Miss Amruta Yadao Web Developer: Mr. Piyush Deshkar (@fos9x | GitHub: @Archiusx) Content & Research: Revati Sayankar, Sanchiti Bopre, and others 💡 Why We Built This India’s trees hold more than just biological importance — they carry generations of mythology, medicine, and meaning. Bit Digital Forest is our attempt to preserve that knowledge in digital form — forever. 🔗 Explore it Live sagwan tree Palash Tree Peepal tree Gulmohartree Neem tree Let us know your thoughts, suggestions, or even if you’d like to contribute to future expansions — maybe regional language support or an interactive map? Thanks for reading! 🌳✨ webdev #environment #education #html #javascript #bitdigitalforest  ( 4 min )

The Semantic Web and the Rise of Intelligent AI Agents: Building the Next Generation of Smart Applications The digital age is characterized by an explosion of data, yet much of this information remains unstructured and lacks inherent meaning for machines. This is where the Semantic Web emerges as a foundational pillar, aiming to transform the World Wide Web from a web of documents into a web of data that machines can understand and process. Concurrently, the rapid advancements in Artificial Intelligence (AI) have ushered in an era of intelligent AI agents, capable of reasoning, decision-making, and autonomous task execution. The synergy between these two powerful domains promises to unlock a new generation of smart applications, creating an "agentic web" where AI agents can navigate, inter…  ( 8 min )

React is one of the most popular JavaScript libraries used for building dynamic user interfaces. As a beginner in React, I started my journey by understanding its core concepts. In this blog, I’ll share what I’ve learn so far: React DOM, npn vs npx,jsx, Framework vs Library, and the difference between SPA and MPA. What is React DOM? ReactDOM is a package that provides DOM-specific methods to interact with the HTML document. It is used to render React components into the actual DOM. import React from 'react'; const root = ReactDOM.createRoot(document.getElementById('root')); ReactDOM acts as the bridge between React and the browser DOM. NPM vs NPX Both npm and npx are command-line tools that come with Node.js, but they are used differently. NPM (Node Package Manager): Installs packages. NPX…  ( 4 min )

Check out this Pen I made!  ( 2 min )

description: "How a fake terminal UI spiraled into a browser-based AI prototype with attitude." This started as a placeholder. I wanted a portfolio. Something simple. Retro terminal aesthetic, green-on-black, maybe a flickering cursor for flavor. Basic stuff. I tossed in a few fake commands just to make it feel alive—one of them a totally nonsense link that led nowhere. Pure style. But then something in my brain broke in exactly the right way. That fake command? I made it do something. And then something else. Then I gave it a response. Then I wired in a bare-bones, fully browser-based AI model—no backend, no server, just a CPU-friendly fallback LLM running in the client. It talked back. Poorly. And rudely. Now I’ve got a half-broken terminal UI that insults you if you ask it stupid questi…  ( 4 min )

src/ └── main/ ├── java/ │ └── com/ │ └── yourcompany/ │ └── yourapp/ │ ├── YourAppApplication.java # Main class (entry point) │ │ │ ├── config/ # Configuration classes (e.g. WebSecurityConfig) │ ├── controller/ # REST Controllers (@RestController) │ ├── dto/ # Data Transfer Objects │ ├── entity/ # JPA Entities (@Entity) │ ├── exception/ # Custom exceptions & handlers │ ├── repository/ # Spring Data Repositories (@Repository) │ ├── service/ # Business logic layer (@Service) │ └── util/ # Utility/helper classes │ └── resources/ ├── application.yml # Configuration file (or .properties) ├── static/ # Static assets (HTML, CSS, JS if needed) ├── templates/ # Thymeleaf or other templates (if needed) └── db/ └── migration/ # Flyway or Liquibase SQL migrations cd src/main/java/com/yourcompany/yourapp/ mkdir -p {config,controller,dto,entity,exception,repository,service,util}  ( 3 min )

Hey Devs! 👋 Let’s break down a fun greedy + string manipulation problem — 2566: Maximum Difference by Remapping a Digit. This one is perfect for sharpening your skills in character replacement and greedy thinking. Given a number num, Bob is allowed to remap exactly one digit (0–9) to any other digit (including itself). All occurrences of the selected digit are changed. Your job: maximum difference between the largest and smallest number Bob can create by remapping one digit. ✅ Leading zeroes are allowed after remapping. Input: num = 11891 Output: 99009 Explanation: For maximum value: Replace '1' → '9' → becomes 99899 For minimum value: Replace '1' → '0' → becomes 890 Difference = 99899 - 890 = 99009 💡 Strategy & Intuition To get: Maximum value: Change the first non-'9'…  ( 4 min )

Building websites fast isn't about cutting corners — it's about smart automation, battle-tested workflows, and the right tech stack. Here's how our team at Mogged delivers premium websites to New Zealand businesses in just 24 hours. The Challenge: Speed Without Sacrificing Quality When I started building websites for local Wellington businesses, the same pattern kept emerging: small business owners needed professional websites yesterday, but traditional agencies quoted 4-8 week timelines. Spoiler: Yes, but it required rethinking everything about web development. Our Tech Stack: Built for Speed Here's the exact stack we use to achieve 24-hour delivery: const techStack = { framework: 'Next.js 14', styling: 'Tailwind CSS + Custom Design System', deployment: 'Vercel Edge Network', cms:…  ( 6 min )

Introduction Reactive methods, where one method runs automatically when another completes, whether synchronous or asynchronous, represent a powerful idea in modern development. TargetJS introduces a distinctly innovative approach to this concept: it enables methods to react exclusively to their immediately preceding counterparts, fostering a declarative and intuitive code flow. TargetJS also brings in a second key concept: it unifies both variables and methods into a new construct called “Targets”. Targets also provide state, loops, timing, and more, whether it's a variable or a function. When these two ideas are combined: code-ordered reactivity and Targets, they unlock a fundamentally new way of coding that simplifies everything from animations and UI updates to API calls and state man…  ( 9 min )

Application Framework: Cross-App Navigation Practice Concept and Scenarios of Cross-App Navigation Typical Scenario Implementation: Social Sharing Typical Scenario Implementation: Ad Redirection Typical Scenario Implementation: Special Text Recognition Common Issues Summary Cross-app navigation refers to the process of navigating from the currently used app (caller) to another app (target) for continued business operations. Caller and Target: In the app launch process, when app A launches app B, app A is the caller, and app B is the target. import { common } from '@kit.AbilityKit'; const link = 'https://appgallery.huawei.com/app/detail?id=com.huawei.hmsapp.books' @Entry @Component struct Index { build() { Column() { Text('Caller') Button('Go to App Market').onCl…  ( 9 min )

🐋 Complete Podman Desktop + WSL2 Setup Guide ✅ Complete guide with real troubleshooting — fully tested and working! 🎯 Fully replaces Docker Desktop using Podman Desktop and WSL2 natively. +------------------+ +---------------------+ +---------------------+ | Podman Desktop | | SSH (localhost key) | | WSL Ubuntu 24.04 | | (Windows) | | (merug -> tenzo) | | Podman Daemon | +------------------+ +---------------------+ +---------------------+ Windows 11 with WSL2 enabled Ubuntu 24.04 running in WSL2 Podman Desktop (latest version) 🆓 Free & open source (no Docker Desktop license limits) 🐧 Native Linux containers inside WSL2 🎛️ Use Podman Desktop GUI like Docker Desktop If you previously had Docker Desktop installed — uninstall it firs…  ( 5 min )

Looking for a chair that delivers on comfort, functionality, and durability — without the outrageous price tag? The DROGO Throne Ergonomic Gaming Chair is making serious waves among both gamers and work-from-home professionals. With a sleek fabric finish, integrated massager, adjustable features, and solid build, this chair offers an experience you'd expect from models twice its price. Comfort That Lasts All Day The DROGO Throne is designed with a pocket coil cushion, high-density foam, and breathable fabric, ensuring maximum comfort for long sessions. Whether you're gaming for hours or grinding through work, the chair molds to your posture and keeps you relaxed. Integrated massager lumbar pillow provides on-demand relief. Headrest pillow supports your neck and reduces fatigue. Retractab…  ( 4 min )

So far in this series, we’ve covered why AI app security matters, how to model threats, and how to protect your training and inference data. But now we’re getting into the heart of the system: the model itself. Whether you’re calling a hosted LLM API or deploying your own fine-tuned transformer, there are ways models can be abused, manipulated, or even stolen, often without leaving obvious traces. Let’s break down what kind of attacks target the model itself, and what you can do to mitigate them. Unlike prompt injection (which manipulates input), model-level attacks aim to: Extract private data the model memorized Reverse-engineer the model or its weights Force the model to misbehave (deliberately or subtly) Replicate a model’s outputs through query flooding These attacks can happen even i…  ( 5 min )

I've published a new Ruby gem webri that is a command-line utility for displaying Ruby's online documentation (web pages). It's sort of like RDoc's own RI, but: ri displays text documentation in your command window. webri displays a web page from Ruby's official documentation by opening it in your default web browser. Example (opens page Array in your web browser): $ webri webri> Array Found one class/module name starting with 'Array' Array (Array.html) Opening web page https://docs.ruby-lang.org/en/3.4/Array.html. webri> webri displays documentation for (details at the links): Class or module. Singleton method. Instance method. Ruby page. Check out the README. To install: $ gem install webri Then invoke with: $ webri webri>  ( 3 min )

The pervasive integration of Artificial Intelligence (AI) and Machine Learning (ML) into nearly every facet of modern life has brought unprecedented innovation and efficiency. However, this widespread adoption also exposes critical vulnerabilities, particularly concerning the security and privacy of the underlying data and models. AI/ML workloads, by their very nature, handle vast amounts of sensitive information—from proprietary business data and intellectual property embedded in models to highly personal user data used for training and inference. Common attack vectors on AI systems are diverse and sophisticated. During the training phase, data exfiltration is a significant concern. Malicious actors could attempt to steal or tamper with the sensitive datasets used to train models, leading…  ( 8 min )

Daily JavaScript Challenge: Calculate the Sum of Primes Below N Hey fellow developers! 👋 Welcome to today's JavaScript coding challenge. Let's keep those programming skills sharp! Difficulty: Medium Topic: Number Theory Write a function that calculates the sum of all prime numbers less than a given number N. https://www.dpcdev.com/ Fork this challenge Write your solution Test it against the provided test cases Share your approach in the comments below! Check out the documentation about this topic here: https://en.wikipedia.org/wiki/Primality_test How did you approach this problem? Did you find any interesting edge cases? What was your biggest learning from this challenge? Let's learn together! Drop your thoughts and questions in the comments below. 👇 This is part of our Daily JavaScript Challenge series. Follow me for daily programming challenges and let's grow together! 🚀 javascript #programming #coding #dailycodingchallenge #webdev  ( 17 min )

Dari Ngoding Sampai Ngopi: Curhatan Software Engineer Hadapi Realita Hidup Jadi Software Engineer itu kayak rollercoaster, bro. Ada kalanya ngerasa di atas awan karena berhasil mecahin masalah ribet, tapi kadang juga ngerasa kayak mau nyebur ke jurang karena bug yang nggak kelar-kelar. Gua mau cerita nih, suka duka gua sebagai Software Engineer, biar lu pada nggak ngerasa sendirian! Gua inget banget, dulu waktu baru lulus kuliah, mikirnya jadi Software Engineer itu cuma ngoding, ngoding, dan ngoding. Ternyata, realitanya jauh lebih kompleks. Ada meeting yang nggak jelas juntrungannya, deadline yang bikin jantung copot, sampai drama kantor yang lebih seru dari sinetron. Beberapa waktu lalu, gua ngerasa kayak robot. Bangun tidur langsung ngoding, selesai kerja masih mikirin kode. Weekend p…  ( 5 min )

Bitcoin holding firm at around $105,000 despite recent geopolitical and economic shocks suggests a sign of strength and investor confidence.

Amazon joins a growing list of tech companies shifting to nuclear power to meet the energy-intensive needs of artificial intelligence.

Bitcoin does not just compete with gold as an alternative store of value, but all savings instruments, including government securities.

Unless Bitcoin upgrades its core cryptography in the next five years, the trust it has built over 16 years could be wiped out by a single quantum attack. Urgent upgrades are needed to protect the world’s leading cryptocurrency.

MEXC's Tracy Jin says regulatory clarity and market maturity are powering a new era of crypto IPOs, with Circle and Gemini leading the charge.

You can read Bitcoin candlestick charts with zero experience — here’s how to understand patterns, spot trends, and start making smarter crypto moves.

CoinGlass data concludes that Bitcoin investors should "hold 100%" of their portfolio as BTC price upside still has plenty of room to hit new all-time highs.

UAE’s EmCoin combines digital and traditional assets on one platform. It may set the global standard for regulated, inclusive investing.

Russian authorities found 95 mining rigs and a mobile transformer in a KamAZ truck illegally tapping power meant for a village in Buryatia.

Trump discloses $57.4 million in income tied to World Liberty Financial, a DeFi project that has raised over $550 million from investors.

Although a record 19-day inflow streak recently ended for spot Ether ETFs, Ether is currently trading below its price at the start of the run.

The SEC’s approval comes just weeks after Trump Media confirmed its capital raise to purchase Bitcoin, following initial denials of earlier reports.

ETF analyst James Seyffart said all of the updated S-1 filings "include staking language I believe."

Cardano’s ADA steadied near $0.62 after $170M in whale selling, while the Foundation launched Originate to help brands verify product authenticity.  ( 28 min )

Ether held $2.5K despite spot ETF outflows, as whale and shark wallets holding 1K–100K ETH added 1.49M coins and increased their share of supply to 27%.  ( 29 min )

Despite a brief rebound, LTC's recovery stalled at $97.80, indicating a potential consolidation phase.  ( 27 min )

SOL trims losses near $144 after DeFi Development Corp secures $5B equity line of credit and seven issuers revise S-1 filings at U.S. SEC’s request.  ( 29 min )

The U.S. President also holds up to $5 million in crypto, $500,000 in gold bars, stakes in various companies, and a vast real estate empire.  ( 25 min )

While technical indicators show a mixed picture, BNB remains above key support at $640, suggesting potential for upward reversal.  ( 27 min )

The tax applies to all crypto assets, regardless of location, and aims to boost tax revenue.  ( 25 min )

Investors in the lawsuit alleged that he misled them by appearing in ads for the exchange.  ( 25 min )

Bitcoin dipped below $105K overnight before steadying as traders weigh geopolitical fallout and tariff uncertainty.  ( 28 min )

DeepSeek's advancements were inevitable, but the company brought them forward a few years earlier than would have been possible otherwise.  ( 10 min )

Patients using chatbots to assess their own medical conditions may end up with worse outcomes than conventional methods, according to a new Oxford study.  ( 10 min )

Eric Migicovsky, former Pebble founder and now head of Core Devices, has confirmed that his team’s upcoming Core mobile app for Android and iOS will be compatible with several legacy Pebble models. In a recent blog update, he revealed that the new app is designed to work not only with Core’s upcoming watches, but also […] The post Upcoming Core Devices App Will Support Legacy Pebble Watches appeared first on Lowyat.NET.  ( 34 min )

The Proton eMAS 5 was recently spotted on public roads near Da Men Mall at USJ 1, Subang Jaya. Photos of the upcoming EV was shared by automotive website paultan.org, crediting its reader Syed Abdul Wafi as the contributor. As expected, the car is fully decked in camouflage, however the wheel design seems to be […] The post Camouflaged Proton eMAS 5 Spotted At Subang Jaya appeared first on Lowyat.NET.  ( 33 min )

Samsung is expected to announce the Galaxy Watch8 series alongside the Galaxy Z foldables at an Unpacked event next month. Of course, rumours and leaks have surfaced not only for the phones, but the smartwatches as well. One of the recent leaks includes renders of all the models in the lineup. The renders feature three […] The post Leaked Samsung Galaxy Watch8 Renders Show “Squircle” Design appeared first on Lowyat.NET.  ( 34 min )

We recently saw reports of Pixelsnap accessories appearing in the wild, presumably in preparation for the Google Pixel 10 series’ launch. They support the Qi2 wireless charging standard, a lot of which is based on the Apple MagSafe look. All that being said, a more recent report indicates that the Pixel 10 phones won’t be […] The post Google Pixel 10 May Need Cases For Qi2 Wireless Charging appeared first on Lowyat.NET.  ( 33 min )

A US-based YouTuber who goes by the handle PlainRock124 recently got banned by the Nintendo Store in San Francisco for the crime of bringing down the hammer down on the newly launched Switch 2, literally. That’s right, Nintendo effectively dealt a “Reverse Uno” on the banhammer to a customer, outside its doors. Here’s a bit […] The post YouTuber Gets Banned From Nintendo Store After Smashing Switch 2 With Hammer appeared first on Lowyat.NET.  ( 33 min )

Last week, Nubia introduced a new A-series lineup in Vietnam, including the A56. While the ZTE-subsidiary has yet to announce a local launch, we can expect it to arrive here in the near future as the phone has made an appearance on the SIRIM database. The A56 was listed on the SIRIM database on 6 […] The post Nubia A56 Arrives On SIRIM; Local Launch Likely Soon appeared first on Lowyat.NET.  ( 33 min )

Decorator is a powerful pattern that helps us keep our models clean while adding presentation logic. Today, I want to share my approach to implementing decorators in Ruby on Rails. I was inspired by a great article: Build a minimal decorator with Ruby in 30 minutes Rémi - @remi@ruby.social Ruby Weekly for sharing it! What if we took a different approach? Let's solve this problem in reverse, like in the Tenet movie where time flows backwards 😈 Imagine we have a Post model with a status enum column, an Author model with first_name and last_name fields. Let's create some decorators to enhance these models. # app/decorators/post_decorator.rb class PostDecorator < SimpleDelegator STATUS_COLORS = { published: :green, draft: :indigo archived: :gray, deleted: :red }.freeze …  ( 4 min )

Bridging the Visual-to-Code Divide The Power of Image as Context Okay, so we've all been there. You've got this beautiful design mockup, maybe a screenshot of something cool you saw online, or even just a hand-drawn sketch. Now you have to turn it into actual code. It's like trying to explain a dream to someone – something always gets lost in translation. But what if the image could just... be the code? That's the idea behind using images as context. It's about letting the visual speak directly to the machine, cutting out the human middleman (and all the potential for error). Think of it as giving your images API access to Canva Code. Instead of manually interpreting designs, the AI can 'see' what you want and generate code that matches. Real-World Applications of Image to Code So, where d…  ( 6 min )

Este documento contém instruções para configurar um sistema de envio de SMS usando serviços AWS (API Gateway, Lambda e SNS). Arquitetura da Solução Código da Função Lambda Configuração da Infraestrutura Configuração de Autenticação com API Key Como Usar a API Considerações Adicionais A solução consiste em: API Gateway: Recebe requisições HTTP POST Lambda: Processa as requisições e chama o SNS SNS: Envia as mensagens SMS para os destinatários O fluxo de dados é: Cliente envia POST para o API Gateway API Gateway aciona a função Lambda Lambda extrai os dados e chama o SNS SNS envia o SMS para o número especificado Arquivo: send_sms_lambda.py import json import boto3 import os def lambda_handler(event, context): try: # Extrair o corpo da requisição if 'body' in event: …  ( 6 min )

Yaz tatili, birçok kişi için deniz kenarında dinlenip güneşin tadını çıkarmak anlamına gelebilir, ancak bir geliştiriciyseniz, muhtemelen arka uç sistemleriniz hakkında düşünüyorsunuzdur. Arka uç, bir uygulamanın temelidir ve ölçeklenebilirlik, güvenlik ve performans gibi çeşitli faktörler göz önünde bulundurularak dikkatli bir şekilde tasarlanmalıdır. Bu yazıda, arka uç geliştirme konusunda uzman bir geliştirici olarak, etkili bir arka uç stratejisi uygulamak için gerekenlere dalacağız. Geliştiriciler olarak, genellikle göz kamaştırıcı kullanıcı arayüzleri ve pürüzsüz etkileşimlere odaklanırız, ancak arka uç stratejileri bir uygulamanın uzun vadeli başarısı için hayati önem taşır. Verimli bir arka uç, ölçeklenebilirlik ve güvenilirlik sağlar, böylece uygulamanız büyüdükçe ihtiyaçlarınızı …  ( 5 min )

💼 From Code Labs to Code Reviews: My Internship at Scaler After spending college building passion projects and winning a hackathon or two, I thought I was ready for the big leagues. But then came my internship at Scaler—and reality hit harder than a failed CI build on Friday evening. 🚀 Missed Part 1? Part 1 – My College Coding Chronicles to see how it all began. The internship kicked off with a 1-month training phase. We were given a choice between frontend and backend. Riding high on confidence and caffeine, I picked backend. Then came the twist: “You’ll be working with Ruby on Rails.” Me: “Cool... wait, Ruby does... what now?” And just like that, I was dropped into a massive monolithic Rails codebase, filled with more magic methods and callback chains than I’d ever seen. The SQL quer…  ( 5 min )

Setting up Domain with Namecheap & Netlify Ekunola Ezekiel ・ Jan 22 '20 #showdev #webdev #devops  ( 2 min )

"We built the perfect event-sourced system—until we needed to change it." Event sourcing gives you an immutable audit log of everything that’s happened in your system. Hexagonal architecture keeps your business logic framework-independent. Combine them, and you get a system that’s: Debuggable (replay past states) Decoupled (swap storage, UIs, or frameworks) Maintainable (isolate changes) But when done wrong? You’ll drown in event spaghetti, leaky abstractions, and replay hell. Here’s how to make them work together—without overengineering. 1. Where Hexagonal Meets Event Sourcing Traditional Rails # Tightly coupled, CRUD-style class Order < ApplicationRecord after_save :send_confirmation_email end Hexagonal + Event-Sourced Rails # Core domain (pure Ruby) class Order …  ( 4 min )

After spending time working through the NeetCode 150 list, I decided to start organizing my notes — beginning here with arrays. While I’m rescanning the NeetCode 150 list, I’m refining my notes and updating this document with clearer examples, key takeaways, and helpful patterns I didn’t catch the first time. Everything here is written in Python since that's what I’m using to solve the problems. These are things I reviewed, things I found useful, and examples that helped things click. Hopefully, they’ll be useful for you too. Source: neetcode.io/practice, personal study sessions, coaching guidances, and A Common-Sense Guide to Data Structures and Algorithms by Jay Wengrow Arrays are one of the most basic and fundamental data structures. Arrays are stored contiguously in memory. There are t…  ( 6 min )

How do you protect your peace and mental health in an industry that never sleeps?  ( 3 min )

The Scaling Dilemma: More Cores, More Problems Our payment processing API was peaking at 80% CPU usage on a 16-core server, yet only one core was doing most of the work. Node.js’s single-threaded nature was holding us back, but the solution wasn’t obvious: Should we use clustering? (Fork processes) Or Worker Threads? (Share memory, but not state) We benchmarked both. Here’s what we learned. Option 1: Clustering (Forking Processes) How It Works Master process forks multiple Node.js instances (one per CPU core). Each process has its own memory, event loop, and V8 instance. Best For: ✔ Stateless APIs (e.g., REST services) Crash isolation (one process dying doesn’t kill others) Simple scaling (cluster module makes it easy) The Catch: Memory overhead (each fork duplicates…  ( 4 min )

In the world of modern software development, especially as a frontend developer working across global teams, one truth holds steady:** without version control, everything falls apart**. Recently, I took time to deepen my understanding of how version control systems (VCS), developer workflows, and command-line tools empower us to build better software—together, from anywhere in the world. Here’s my reflection on what I learned, and how it all fits into the puzzle of professional frontend development. Why Version Control Is More Than Just “Git Commands” From learning about the history of version control and subversion systems to grasping the sheer importance of tracking every change, I realized how essential this practice is when building software with large, distributed teams. It keeps our …  ( 5 min )

By the looks of it, malware and vulnerabilities are not going anywhere anytime soon. However, with the hard work of defenders and constant education of the end users, we can reduce the risk and threat that they pose to our society. With the rise (or publicity) of genAI, normal users found a new productive tool, and malicious users added a potent weapon to their arsenal. All these are what we are about to discuss in this week's edition of our security review. Millions of low-cost Android devices turn home networks into crime platforms If you want cheap products, this article should make you think again. In addition, the malware in question has been active for almost a decade. And to say that it packs some punch would be an understatement. Here is what I am saying: The malware employed an …  ( 14 min )

Rediscovering the Building Blocks Essentials of JavaScript: variables, data types, and operators. It reminded me how mastering these basics is crucial, especially when debugging complex applications. Understanding how JavaScript handles type coercion, Booleans, and logical operators gave me a refreshed perspective on writing cleaner, more predictable code. Control Flow That Matters Arrays, Objects & Functions – The Real Backbone Better Error Handling, Fewer Bugs Functional and Object-Oriented Thinking Functional programming (pure functions, recursion, scope) Object-oriented programming (classes, inheritance, constructors) This duality helped me better understand how to architect different parts of a web app depending on the use case—especially when juggling state management and component structure in modern frameworks. Working with Modern JavaScript Features JavaScript in the Browser Testing and Tooling: The Often-Ignored Hero Final Thoughts If you're working with frameworks like React, Angular, or Vue, or diving into backend with Node.js, this kind of deep dive will only make you better. My advice? Never stop learning. Relearn the fundamentals. They’re your most powerful tools. Have you revisited your core JS knowledge recently? I’d love to hear what helped you grow. Let’s connect and learn together.  ( 4 min )

Introduction Computer crime investigation is a branch of digital forensics that aims to detect, analyze, preserve, and present digital evidence related to illegal activities carried out via or against computer systems. Identify sources of digital evidence. Preserve the integrity of collected data. Reconstruct events that led to an attack. Identify the perpetrators or those responsible for malicious actions. Provide admissible evidence in a court of law. Identification Detection of an incident or crime (e.g., intrusion, fraud, data theft). Defining the digital crime scene. Preservation Backing up systems, drives, and event logs. Using bit-by-bit imaging tools to avoid altering evidence. Collection Extracting files, emails, logs, metadata, etc. Maintaining the chain of custody. Analysis Examining data using specialized tools (e.g., EnCase, Autopsy, Volatility). Reconstructing activities: logins, transfers, deletions, etc. Presentation Writing a clear and chronological technical report. Legal use of evidence: expert testimony, submitting evidence in court. Type of Crime Example Intrusion Unauthorized access to a server Fraud Phishing, bank fraud Espionage Theft of confidential data Sabotage Data deletion or denial of service Hacking Deployment of malicious software (malware) Disk Analysis: FTK Imager, Autopsy RAM Analysis: Volatility Framework Network Analysis: Wireshark, tcpdump Timeline and Correlation: Plaso, SleuthKit Comply with local laws (e.g., GDPR, cybersecurity laws, Budapest Convention). Digital evidence must be authentic, intact, complete, and explainable. Always work on a copy of the original data. Document every action (time, tool used, responsible person). Use certified tools recognized by the forensic community.  ( 3 min )

Couchbase Weekly Updates - June 13, 2025 Brian King for Couchbase ・ Jun 13 #aws #tco #vectordatabase #couchbase  ( 2 min )

If you've been coding for any length of time, you've probably noticed something pretty remarkable happening lately. The way we write software is changing, and it's changing fast. Large Language Models, or LLMs as we developers like to call them, have quietly become one of the most game-changing tools we've ever had in our toolkit. Developers everywhere are discovering how these AI assistants can make us more productive, creative, and frankly, better at what we do. What Are Large Language Models, Really? GPT-4/GPT-4o from OpenAI – The Swiss Army knife of AI models, great at reasoning through complex problems and writing solid code Claude Sonnet/Opus from Anthropic – My personal favorite for careful analysis and when I need responses that won't lead me astray Gemini Pro/Ultra from Google – P…  ( 8 min )

Introduction Recently, a minor issue came up at work. The necessary follow-up has already been taken care of, and as far as I can tell, I've done everything I need to. But still, I can't seem to shake this uneasy feeling. Now that the situation has been resolved, you'd think I'd be able to return to my normal routine. But yesterday, and again today, I’ve been feeling gloomy and unmotivated. When we encounter a bug in our code, we insert console.log() statements, check variable values, and trace the problem step by step. But when it comes to our own feelings—like when we’re stuck in a fog or can’t seem to move forward—do we debug ourselves the same way? Last night, I noticed a subtle shift in my mood. That prompted me to look back and trace my recent actions. On a daily basis, I use Logs…  ( 5 min )

BSON and MongoDB internals BSON is how MongoDB stores documents on disk. BSON is how MongoDB communicates between client and server. Indexes, metadata, and replication all operate on BSON. Our Java driver handles the BSON encoding and decoding transparently. But if we're building performance-sensitive applications or exploring custom serialization, or we’re even just curious, it's worth understanding. In order to follow along with the code, make sure you have Java 24 and Maven installed. You will also need a MongoDB cluster set up. A MongoDB M0 free-forever tier is perfect for this. Project structure: /src └── main └── java └── com └── mongodb ├── Main.java ├── User.java └── Address.java pom.xml Maven dependency (pom.xml): org.mongodb mongodb-driver-sync 5.4.0 In MongoDB’s Java driver, we can interact directly with BSON types using classes like BsonString, BsonInt32, and BsonObjectId. However, we rarely do this. Instead, we work with standard Java types, and MongoDB automatically handles the conversion to BSON. Here’s a look at BSON-specific types:  ( 3 min )

GitOps, at its core, establishes a Git repository as the single source of truth for declarative infrastructure and application configurations. While its foundational principles offer immense benefits in simpler setups, the true power of GitOps unfolds when applied to the complexities of multi-cloud, hybrid, and edge environments. This deep dive explores advanced strategies for mastering GitOps at scale, providing actionable insights for practitioners navigating these distributed landscapes. In an era where 92% of enterprises embrace a multi-cloud strategy, managing infrastructure across disparate cloud providers like AWS, Azure, and GCP presents significant challenges. GitOps emerges as a powerful paradigm to unify this diverse infrastructure, treating the desired state of all cloud resour…  ( 7 min )

📰 I published a new post on DEV! ✨ What is the Most Difficult Thing You Ever Had to Code? Anita Olsen ・ Jun 10 #discuss 💻 I completed 7 singleplayer levels and I played multiplayer levels daily on CodeCombat! ✨ The list of singleplayer levels completed is incorrect but at least some is shown correctly but you should get the idea   🎯 I met my weekly target on Codecademy! ✨ I refreshed on the Python 2 course and finished project DNA Analysis     I am a series of small victories and large defeats and I am as amazed as any other that I have gotten from there to here. Thank you for reading! ♡  💎 Visit my web page  ( 3 min )

For decades, the customer persona has been the bedrock of intelligent marketing. Yet, many marketers still rely on semi-fictional archetypes, pieced together from educated guesses and sparse data. The result? Campaigns that often miss their mark, speaking to an audience rather than with them. Imagine, instead, a world where your personas are not just static profiles, but living, breathing representations of your actual customers, illuminated by deep, real-time insights. This isn't a future fantasy; it's the present reality, thanks to the strategic application of artificial intelligence. The traditional persona-building process, while valuable, often suffers from inherent limitations. It’s manual, time-consuming, and heavily reliant on the quality and volume of human-interpretable data. Sur…  ( 7 min )

Every marketer understands the relentless pursuit of higher conversion rates. We meticulously craft ad copy, design landing pages, and then... we test. A/B testing is the bedrock of optimization, yet the process of generating truly diverse, impactful variations can be a creative drain and a significant time sink. Brainstorming endless headlines, refining body copy, and envisioning distinct landing page layouts often feels like an uphill battle against the clock and creative fatigue. Imagine a powerful assistant that could instantly conjure a multitude of high-quality, relevant ad and landing page variations, freeing you to focus on strategy and analysis. This isn't a futuristic fantasy; it's the present reality with advanced AI. By harnessing artificial intelligence, marketers can revoluti…  ( 8 min )

Building Privacy-First Apps As privacy concerns continue to grow among users, building trust through thoughtful data handling has become essential for app success. Privacy isn't just a compliance checkbox—it's about building genuine alignment between what users expect and what your app actually does with their data. As Steve Jobs noted in 2010, privacy means "people knowing what they're signing up for, in plain language, and repeatedly." The foundation rests on three key concepts: privacy is fundamentally about people and how technology impacts them, it involves the processing of personal data, and it requires respecting the context and expectations around that information. Apple's approach centers on four core principles: Data minimization: Collect only what you truly need On-device pro…  ( 4 min )

In today's visually-driven marketing landscape, video isn't just a nice-to-have; it's a conversion engine. But let's be honest, crafting compelling video scripts – the kind that capture attention, build trust, and drive action – is a significant undertaking. It demands creativity, an understanding of audience psychology, and a knack for concise storytelling. What if you could amplify that process, moving from concept to high-converting script with unprecedented speed and precision? Enter artificial intelligence. AI isn't here to replace the imaginative spark of a human marketer, but rather to serve as an incredibly powerful co-pilot. It handles the heavy lifting of ideation, structuring, and refinement, freeing you to focus on the strategic nuance that transforms a good video into a truly …  ( 7 min )

n8n is one of the hottest automation tools available right now. It's open source, powerful, and AI native. Once you're ready to self-host it, the next step is choosing the right cloud provider. Here are five options and how they compare when hosting your own n8n instance. Sliplane Sliplane is built for people who want to self-host tools like n8n without server management. Price: starts at 9 euros per month for 2GB RAM, 2vCPU and 40GB SSD Pros: one click n8n deployment automatic backups included free domain and HTTPS zero server setup required no separate billing for Postgres predictable flat pricing A complete setup in minutes without dealing with configuration, updates, or infrastructure headaches. 2. Hetzner Hetzner offers cheap and fast VPS instances, especially popular…  ( 4 min )

The exploration of Stream-Oriented Programming continues. Now that we have a good UI library for that, a decent Collections Library, and the brand-new Observable Plugin System for streams, it's time to build a blueprint for some really cutting-edge, futuristic webapps. Three core principles drive this project Advanced simplicity (approach) Everything is a stream (code) Everything is a plugin (architecture) Too many people start their projects keeping them "simple". If you pay some attention, that means a lot of things, depending on who you talk to. More often than not you see disastrous approaches like cars that can only drive forward and only turn right because that's "what the client asked for", or because turning right is considered "simpler" than turning both ways. So, whenever we have…  ( 4 min )

Quantum computing poses an imminent threat to the cryptographic foundations that protect our applications and user data. While sufficiently powerful quantum computers don't exist yet, the time to act is now. Here's what developers need to know about transitioning to quantum-secure cryptography. The most pressing concern is the "harvest now, decrypt later" attack. Attackers can currently intercept and store encrypted network traffic, then decrypt it once quantum computers become available. This means sensitive data transmitted today could be compromised in the future. Quantum attacks affect cryptography in two main ways: Public-key cryptography (RSA, elliptic curves) will be completely broken by quantum computers Symmetric-key cryptography will be weakened but can be strengthened by doublin…  ( 4 min )

Inboxes today are less a communication channel and more a digital battleground. Amidst the relentless barrage of promotions, updates, and unsolicited pitches, the average email struggles to even register, let alone resonate. The era of generic, one-size-fits-all email campaigns is undeniably over. What remains is a profound hunger for relevance, a yearning for messages that feel less like mass-produced flyers and more like genuine conversations. This is where the true power of personalized email nurture sequences lies, and critically, it’s where artificial intelligence emerges as an indispensable co-pilot for marketers aiming for genuine connection and high-conversion outcomes. For too long, deep personalization was a luxury, reserved for brands with immense resources or the capacity for p…  ( 7 min )

The digital landscape is a battleground for attention. Every click, every scroll, every second counts. For marketers, the ultimate goal is simple yet profoundly complex: to convert. And nowhere is this more acutely felt than on the landing page – that singular destination where intent meets opportunity. It’s where your carefully crafted ad campaigns culminate, and where a visitor decides whether to engage, or simply move on. For years, crafting a truly high-converting landing page felt like a blend of art, science, and a dash of intuition. It demanded endless brainstorming, meticulous copywriting, A/B testing variations, and a deep understanding of psychological triggers. The process was often time-consuming, resource-intensive, and prone to the dreaded "writer's block" that can stall even…  ( 8 min )

Ever struggled with writing Git commit messages? I used to face these daily challenges: "Can't think of the right English expression..." "Commit message granularity is all over the place" "Making it comply with Conventional Commits is tedious every time" "Ending up with lazy messages like fix or update" Especially during late-night coding sessions, I'd write commit messages like "it works now" and later wonder "what did this fix again?" That's why I developed Claude Auto-Commit - a tool that leverages Claude AI to solve these problems once and for all. GitHub: https://github.com/0xkaz/claude-auto-commit Website: https://claude-auto-commit.0xkaz.com Intelligent Message Generation: Claude AI understands code changes and generates appropriate messages Multi-language Support: Supports 6 langu…  ( 6 min )

Your digital ad budget is burning, and clicks are scarce. In a landscape saturated with messaging, getting an ad to stand out feels like shouting into a hurricane. Audiences have developed an almost superhuman ability to ignore anything that smells like a sales pitch, scrolling past even the most carefully crafted campaigns. The relentless demand for fresh, compelling angles can drain creativity and resources, leaving marketers wondering if true ad innovation is still possible. But what if you could outsmart ad fatigue not with more effort, but with smarter leverage? Imagine transforming an endlessly demanding task into a dynamic partnership, where your strategic insights meet a powerful engine for creative expansion. This isn't about AI replacing the art of copywriting; it's about AI elev…  ( 7 min )

You've dived into the world of AI, filled with promises of efficiency and innovation. You craft a prompt, hit enter, and... the response is a dud. Generic, off-topic, repetitive, or just plain bland. It's easy to feel frustrated, perhaps even betrayed by the hype. But before you write off AI as another overblown trend, consider this: the "bad" response isn't always the AI's fault. More often than not, it's a symptom of a conversation gone awry, a signal that your instructions weren't quite clear enough. Think of AI not as a magic genie, but as an incredibly fast, highly literal intern. It can process vast amounts of information and generate text at lightning speed, but it lacks inherent understanding, intuition, or the ability to read between the lines. It relies entirely on the quality of…  ( 7 min )

In today's evolving threat landscape, cybersecurity is no longer a siloed IT function - it is a critical pillar of enterprise resilience and business continuity. As organizations strive to improve their risk posture, reduce vulnerabilities, and align with regulatory frameworks, there's an urgent need to move beyond reactive defense models. This is where Lean Six Sigma (LSS) - a methodology rooted in process improvement and waste reduction - becomes a powerful ally in strengthening cybersecurity infrastructure through disciplined risk assessment and management. The Intersection of Cybersecurity and Lean Six Sigma DMAIC Meets Cyber Risk Assessment Eliminating Cyber Waste: Lean Thinking in Action Lean thinking encourages security teams to identify and remove these non-value-adding elements. By applying Value Stream Mapping (VSM), organizations can visualize every step in the cyber defense lifecycle - from threat detection to response - and optimize it for speed, accuracy, and compliance. Quantifying Risk Like a Black Belt By treating risk management as a process improvement problem, cybersecurity teams can shift from static compliance checklists to dynamic, metrics-driven governance. Success Story: Lean Cybersecurity in Practice The result? A 38% reduction in provisioning time, fewer audit flags, and a stronger control environment that aligns with both NIST 800–171 and CMMC practices. Conclusion: The Future is Lean and Secure About the Author Dr. Robert A. Morgan, MSc is a Senior Cyber Security Software Engineer, and cybersecurity strategist.  ( 5 min )

As I delve deeper into the world of Web3, I've been working my way through foundational concepts to have a better understanding of the industry (check out my last five posts on the Midnight Dev Diaries!). This week, I dove into one of the most practical and privacy-focused ideas I’ve encountered so far: selective disclosure. Selective disclosure is more than just a technical feature—it’s the working expression of a broader idea known as rational privacy. It allows individuals to prove or reveal only what’s necessary in a given interaction, keeping everything else private. In an ecosystem where trust must be earned without a central authority, this ability to protect personal data while still meeting legal or operational requirements is critical. This post examines how selective disclosure …  ( 9 min )

You’ve probably felt the frustration: hitting 'generate' on your AI tool and getting something… almost right. It’s bland, off-brand, or just plain doesn't sing. In the fast-paced world of marketing, where every word, every headline, and every call-to-action directly impacts your conversion rates, "almost right" simply isn't good enough. Generic AI outputs don’t build trust, they don't capture attention, and they certainly don't drive sales. So, how do you bridge the gap between basic AI output and high-converting marketing gold? The answer lies in mastering a powerful technique: iterative prompting. Think of your AI as a brilliant but sometimes naive junior copywriter. You wouldn't hand them a single instruction and expect a perfect, final draft of a sales page. You'd review their work, of…  ( 6 min )

TL;DR This article breaks down the total cost of ownership (TCO) for authentication methods, with a developer’s view on implementing passwordless authentication. We’ll cover cost frameworks, technical trade-offs, sample integration code, and practical advice for SaaS and enterprise environments. Introduction: The Real Cost of Authentication Technical Context: Why Devs Should Care Cost Breakdown: Hidden vs. Visible Expenses Password vs. MFA vs. Passwordless: A Developer’s Comparison Passwordless Implementation: Key Technical Details Code Samples: WebAuthn, Biometrics, and More Technical Challenges and Solutions Discussion Point Conclusion & Resources Most developers know authentication is essential, but few realize how much it impacts the bottom line. When CTOs and CISOs look at authentica…  ( 5 min )

In a landscape saturated with messaging, the quest for a marketing angle that genuinely resonates feels increasingly like searching for a needle in a haystack. We churn out content, craft ads, and launch campaigns, often to find our efforts dissolving into the digital ether, indistinguishable from the noise. The conventional wisdom of "know your audience" is foundational, yet relying solely on broad demographic data or static, idealized customer profiles often leads to generic campaigns that miss the mark. What if there was a way to dive deeper, to virtually sit across from your ideal customer, understand their nuanced world, and tap into their unspoken desires and frustrations? This isn't a hypothetical anymore. Welcome to the era of AI-powered personas, a revolutionary approach that does…  ( 7 min )

When I applied to Red River College’s Game Development – Programming Advanced Diploma, I assumed the program, while competitive, would at least be fair. I also assumed the selection process would be clear. Neither turned out to be true. 🎯 The Reality Despite how it’s marketed — with vague admissions language like “good programming fundamentals” and “interest in game development” — this is a post-secondary filtered selection system. The actual requirements, whether stated outright or not, demand: Second-year university-level Java knowledge Unity game engine experience Real-time game logic and architecture 2D/3D animation systems Authentication and backend security Math for games and applied system logic Project documentation, version control, and production pipelines That’s not “introducto…  ( 5 min )

Design-first has many benefits for rapid prototyping and shaping ideas. However, code-first is probably the more mature of the two design methodologies discussed in this chapter. The reason for this is quite simple: Implementation code predated API description languages, which in turn were born from the need to produce a schematic representation of an API for consumption outside the code base. The API economy and software engineering in general have had this need for a long time. We cannot simply throw open our code repositories and invite any external collaborators in to view our implementation code. We need the means to describe the shape of our API outside our safe and secure codebase. That fact is true regardless of whether we are going with code-first or design-first, but it's all the more pertinent in the code-first world. The reason that API description languages came into being is so that developers could automatically generate API-related documentation based on the shape of their implementation code and provide the description to external consumers. The methodology is generally as follows: Write implementation code that reflects a given interaction with the API. Implement routing to provide request and response operations. Apply meaningful annotations that can transpose the "shape" of the code to an API description document. Generate the API description document at build time, source control it, and distribute the document to interested parties. This approach has grown organically, matured over time, and is not unique to OpenAPI. There is also a huge number of packages that support code-first. We have two examples in the following sections that use springdoc-openapi and APIFlask, written in Java and Python respectively, to demonstrate how code-first works with popular programming languages and frameworks. In both examples, we will use the stripped-down Petstore API we created in the design-first section as the implementation requirement, and show how this OpenAPI description would be generated from code.  ( 3 min )

I spent hours wondering why my MongoDB documents only had an _id field after saving — and the fix turned out to be ridiculously simple. If you're using Mongoose with the Next.js App Router and noticing that only the _id is being saved to MongoDB (while fields like name, email, createdAt, and updatedAt are mysteriously missing), this article is for you. I'll walk you through the exact bug, what caused it, and how to fix it in 3 seconds — before it wastes as much of your time as it did mine. I was building a simple signup API [Nextjs 13] MongoDB (via Mongoose) Thunder Client (for testing) App Router (/app/auth/signup) Everything was fine... until it wasn’t and i started sweating, cussing and had to nose dive into nextjs documentation. I sent a POST request to my /api/auth/signup route with …  ( 5 min )

TL;DR Over the past decade, I’ve grown from a self-taught grade school coder in the Philippines to a Senior Software Engineer II in Vancouver. My journey hasn’t been perfect. It’s been filled with early career missteps, poor communication from leadership, a lack of mentorship, and the personal toll of a pandemic-era layoff. But through it all, I’ve found purpose in mentorship, connection, and continuous growth. This write-up is my way of reflecting on the highs and lows, and of showing that no two career paths are alike -- and that’s okay. If nothing else, I hope it reminds someone out there that they’re not alone in the messiness of a tech career. I've been a software engineer for over ten years now -- starting my career in 2013. During this time, I've experienced, the good, the bad, an…  ( 8 min )

・The main concept of FunctionAsChild that we define a function that can receive parameters from the parent. Let's see what it looks like: const FunctionAsChild = ({children}) => children() As you can see, FunctionAsChild is a component with a component with a children property defined as a function. The preceding component can be used like this: {() => Hello, World } The children function is executed within the parent's render method, returning the Hello, World texy wrapped in a div tag, which is displayed on th screen.  ( 3 min )

OpenAPI currently provides support for five different security schemes through the Security Scheme Object, including the following: API Key (apiKey): API keys are a popular means for providing a coarse-grained security credential to API consumers. The popularity of API keys has waned somewhat, largely due to the fact they are not protocol-bound and therefore not standardized, and because they provide limited proofs-of-possession. However, they continue to be provided in OpenAPI. HTTP (http): HTTP provides a pointer to any valid security scheme in the IANA Authentication Scheme registry. While there are several entries in this registry, probably the most popular are Basic Authentication - essentially a username and password - and Bearer Tokens in the context of OAuth 2.0. Mutual TLS (mutualTLS): Mutual TLS is a security mechanism that is popular in financial service APIs as it enforces the verification of x509 certificates at both the client and the server. OpenAPI provides limited built-in metadata for this Security Scheme, and API providers must provide additional details to describe specifics like accepted certificate authorities and supported ciphers. OAuth 2.0 (oauth2): OAuth 2.0 is a fundamental building block of the API Economy as it facilitates allowing users (real human beings) to delegate their access to a third party at a given service provider. It is therefore well represented in OpenAPI, with the means to describe the most important OAuth flows. OpenID Connect (openIdConnect): Support for OpenID Connect is supported in providing a link to the OpenID Connect Discovery metadata. While this in itself does not provide much in the way of rich metadata, it provides a pointer to a very rich document that can be programmatically parsed, allowing API consumers to access and act on this information in their applications in an automated manner.  ( 3 min )

13 June 2025 Today marks a small but meaningful milestone—I finally completed my 6th semester! 🎉 The last paper was Big Data, and honestly, it went well. Felt good to wrap things up on a high note. But that’s not all—this blog marks the 14th consecutive blog. Two whole weeks of consistency. I’ve never stuck to something like this before, and it genuinely feels great. It’s not about how perfect the posts are—it’s the habit. The discipline. The little 10-15 minutes I’ve been giving to show up every single day. That’s what I’m proud of. After the exam, I went out for a family dinner, so my energy levels were zero by the time I got home. No work done today, and that’s okay. We all need breaks—especially after weeks of grinding through notes, deadlines, and projects. Starting tomorrow, I’ll be switching gears: But for tonight, I’ll let myself breathe. Exams ✅ Here’s to consistency! Signing Off Anisha 💗  ( 3 min )

Sumário Entendendo o que são Embeddings Entendendo o que são Vector Store Fluxo de uma aplicação normal com RAG Fluxo da nossa aplicação usando RAG Criando nossa aplicação Modelos de inteligência artificial não compreendem diretamente a linguagem natural como os humanos. Em vez disso, eles trabalham melhor com representações matemáticas. É aí que entram os embeddings — vetores gerados por modelos de embedding que capturam a essência de um texto, imagem ou áudio. Esses vetores tornam possível comparar conteúdos de forma rápida e precisa, permitindo que sistemas de IA reconheçam similaridades mesmo quando a linguagem usada não é exatamente a mesma. Os vector stores são bancos de dados especializados em armazenar esses vetores (embedding vectors).Quando um novo vetor é consultado, o vecto…  ( 7 min )

Whether you're new to C# or a seasoned developer who needs a quick refresher, this cheat sheet is for you. It’s a compact but powerful reference filled with practical examples and syntax reminders that’ll keep you sharp and efficient as you code. ✅ Variables int age = 30; double pi = 3.14; string name = "Elmer"; bool isActive = true; char initial = 'E'; ✅ Constants const double Gravity = 9.81; ✅ Nullable types int? score = null; ✅ If-Else if (age > 18) Console.WriteLine("Adult"); else Console.WriteLine("Minor"); ✅ Switch switch (dayOfWeek) { case "Monday": Console.WriteLine("Start of week"); break; default: Console.WriteLine("Any day"); break; } ✅ For loop for (int i = 0; i < 5; i++) Console.WriteLine(i); ✅ Foreach string[] fruits =…  ( 4 min )

Disclaimer: The views expressed in this post are my own and do not reflect those of Okta or its affiliates. In many enterprise environments - especially SMBs using digital portals, customers ask for a streamlined login experience: User clicks “Log In” in your App. They are immediately redirected to their company’s IdP (e.g. Azure AD, Okta). They do not want to see an Auth0-branded login page. After authentication, they return to your application seamlessly. In this flow, Auth0 acts purely as a broker between your application and the enterprise IdP. It handles OAuth 2.0/OIDC mechanics security, PKCE, state, tokens-while allowing you to maintain full control over the user experience and comply with enterprise firewall requirements. authorizationParams Using the @auth0/auth0-react SDK, I've…  ( 5 min )

Struggling with JavaScript arrays? My ultimate guide breaks down everything you need to know—from basic methods like map() & filter() to advanced performance optimizations! 💡 🔹 Array methods explained 👉 Read now & level up your skills! 👇 https://webdevelopmentsgs.com/javascript-arrays-the-ultimate-beginner-to-pro-guide/  ( 3 min )

Overview Crossplane is an opensource project primarily developed and maintained by Upbound, a company focused on building tools for cloud-native infrastructure and application management. The project also has contributions from various individual developers and organizations within the cloud-native and Kubernetes community. Essentially, it is a Kubernetes-native control plane that enables declarative infrastructure and application management via Custom Resource Definitions (CRDs). Its power comes from the provider system, which enables Crossplane to interface with external APIs (e.g., AWS, GCP, Azure, etc.). This document describes how Crossplane and a Crossplane provider (e.g., provider-aws) are interconnected, their dependencies, and how data flows between components. User → Kubern…  ( 5 min )

When building a Node.js/Express app, logging is essential for debugging, monitoring, and keeping track of application behavior — both during development and in production. In this post, we'll explore two powerful logging tools for Express: Morgan – A lightweight HTTP request logger Winston – A robust, customizable logger for application-level events Logging helps you: Track user requests and responses Debug server-side errors Monitor performance and behavior in production Audit events or suspicious activity Morgan logs incoming HTTP requests in a predefined format. It's ideal for development and debugging routes. npm install morgan import express from 'express'; import morgan from 'morgan'; const app = express(); // Use 'dev' preset for concise logging app.use(morgan('dev')); app.get('…  ( 4 min )

A lot of startups reach a point where they look at their perfectly working deployment setup and say: This isn’t serious enough. We need Kubernetes. But Kubernetes wasn’t built for you. It was built for Google. And your app probably doesn’t need it, not now and maybe not ever. Before Kubernetes, there was Borg. Borg is Google's internal system for running containers at an enormous scale. Think millions of containers, tens of thousands of machines, globally distributed services, and strict resource scheduling. That is the environment Kubernetes was designed to reflect. Google open-sourced Kubernetes in 2014 as a more general, community-friendly version of Borg. It is incredibly powerful, but it carries that same design DNA. Everything is built with scale and complexity in mind. Multi-zone fa…  ( 5 min )

Before I started learning Excel, I honestly thought it was just a fancy calculator or a tool used for making neat-looking tables. I had heard it was important in business and finance, but I did not understand why. After spending time getting hands-on with it, I have come to realize that Excel is so much more than rows and columns, it is a way of thinking about data, problem-solving, and making smarter decisions. Real-World Uses of Excel 1. Business Decision-Making 2. Financial Reporting 3. Marketing Analysis Tools and Formulas That Stood Out VLOOKUP: This formula helps find data in big tables. I used it in an assignment to match student names to their test scores—it saved me hours compared to doing it manually. PivotTables: These are incredibly helpful for summarizing large datasets. I used one to break down survey results and instantly saw patterns I wouldn’t have noticed in raw form. Conditional Formatting: This tool highlights important information, like overdue dates or low scores. It adds a layer of visual meaning to numbers that would otherwise blend together. How Excel Changed My Perspective Most importantly, Excel has given me confidence, not just in using software, but in thinking critically and solving real-world problems.  ( 4 min )

Imagine three friends: Riya, Sam, and Alex are working on a school coding project. They decide to use Git and GitHub to manage their work without stepping on each other’s toes. Here’s how their journey teaches us Git, one command at a time: 🧠 What are Git and GitHub? 🛠️ Git = A Smart Notebook Git lets the friends save versions of their work, try new ideas, and go back in time when needed. Think of Git as a super-organized notebook that remembers every change you make. 🌐 GitHub = An Online Locker Room GitHub stores their Git projects online — so everyone can collaborate, review, and contribute. 🧑‍💻 GitHub is like a shared digital locker room where everyone syncs their notebooks. So with a simple analogy above lets dig in deep on how the commands work and what is their purpose... 🎒 Step 1: Starting the Project 📥 Step 2: Getting the Project 👨‍💻 Sam clones the project from GitHub: 👀 Step 3: Checking What’s Going On 👩‍💻 Riya wants to know what’s changed: 📝 Step 4: Saving the Work 🚀 Step 5: Pushing to GitHub 🔄 Step 6: Getting Updates 🌿 Step 7: Trying New Ideas Safely 🔀 Step 8: Merging Work ⚠️ Step 9: Oops! They Edited the Same Line It’s like fixing the overlapping notes and resubmitting. 💼 Step 10: Temporarily Saving Work 🧹 Bonus: Cleaning Up 🔚 Conclusion: Start small, practice often — and you'll Git it in no time! ✅ Written by @benimchen | Mentored and guided by @devsyncin  ( 4 min )

I recently faced this scenario where there were a bunch of cloud resources built manually, with no version control or automation in place. Rebuilding everything from scratch wasn't an option. So, I used the feature of terraform import Below is a medium article which I thought of sharing with the community, which focuses on: --> When to use terraform import --> A step-by-step walkthrough --> How to regain control over wild infra Check it out here https://medium.com/@aakashc.dev/how-to-import-an-existing-cloud-infra-using-terraform-ff52a785a8f7 Please share your thought on this.  ( 3 min )

AWS CDK in Action — May 2025: Empowered Deployments, Governance, and Community Praneeta Prakash for AWS ・ Jun 13 #aws #cdk #devtools #infrastructureascode  ( 2 min )

If you’ve ever stared at a bug for hours, only to fix it after explaining the problem out loud (or to an inanimate object), you’ve experienced the magic of Rubber Duck Debugging. Rubber Duck Debugging is a classic technique where you explain your code, line by line, to a rubber duck or any inanimate object. The act of verbalizing the problem forces you to slow down, rethink your assumptions, and often reveals the solution. The term comes from a story in the book The Pragmatic Programmer by Andrew Hunt and David Thomas, where a programmer carries around a rubber duck and debugs by explaining their code to it. Clarifies your thinking: Talking through code forces you to translate abstract logic into clear language. Catches overlooked details: While explaining, you may spot inconsistencies or …  ( 5 min )

Build a Task CRUD API with MonkeysLegion in 15 Minutes Jorge Peraza ・ Jun 13 #webdev #php #laravel #symfony  ( 2 min )

If we look at any existing web server API, like ASP.Net Core below: using Microsoft.Extensions.FileProviders; var builder = WebApplication.CreateBuilder(args); var app = builder.Build(); // Serve default files like index.html app.UseDefaultFiles(); // Serve static files from wwwroot/ app.UseStaticFiles(); app.Run(); or Flask: from flask import Flask app = Flask( __name__, static_folder='static', # default static_url_path='' # serve at root instead of '/static' ) @app.route('/') def index(): # Sends static/index.html return app.send_static_file('index.html') if __name__ == '__main__': app.run(debug=True) or NodeJS: // server.js import { createServer } from 'http'; import { createReadStream, statSync } from 'fs'; import { extname, join } fro…  ( 5 min )

Content moderation is critical in user-generated platforms. Whether you're running a social app, marketplace, or community site, you need to filter out inappropriate, violent, or malicious media—without compromising on performance. In this guide, we’ll walk through how to build a scalable image moderation pipeline using: ✅ Virus scanning with ClamAV 🖼️ Multi-size conversion via Sharp 🧠 NSFW detection via Google Vision API or NudeNet 🔐 Private file storage in MinIO 📦 Asynchronous job handling with BullMQ 🧬 Known-bad image matching via perceptual hashing Let’s build it, step by step. Problem: Don’t immediately expose uploaded images to the public or other users. What if they’re dangerous or explicit? // Save original image temporarily before moderation await minio.putObject('qua…  ( 6 min )

Hey there! Amazon Q CLI. In this blog post, I'll walk you through everything you need to create your own version of the game, including setup, game mechanics, and running the project on Windows. Install Python(if you don’t have it already): python.org and make sure to check the box to add Python to your system’s PATH during installation. Install AWS CLI using pip: pip install awscli Configure AWS CLI with your credentials: aws configure You’ll need to provide your AWS Access Key ID and Secret Access Key, which you can get from the AWS Console. Install Amazon Q CLI: pip install amazon-q-cli Verify the installation: q --version Start Amazon Q CLI by running: q chat In the chat, ask: Can you help me make a Flappy Bird game using Pygame? I wanted my Flappy Bird clone to have the following features: Menu State: A welcoming main menu where the player can start the game. Playing State: The player controls the bird’s jump. Result State: When the game ends, the player can restart. Let’s talk about how the game works under the hood: Bird Movement: The bird continuously falls due to gravity, but when the player presses Space, the bird jumps! Pipe Generation: Pipes randomly appear from the right side and move leftward at a constant speed. Collision Detection: The bird collides with pipes or the ceiling/floor, ending the game if either happens. Now, let’s get this game up and running. Here’s how you can set up the game on your own machine: Clone the Repository: git clone https://github.com/afnank070/flappy-bird-amazon-q-cli Navigate to the Project Folder: cd flappy-bird-python Install Pygame: pip install pygame Run the Game: flappy_bird.py Final Thoughts Building this game was an absolute blast! Amazon Q CLI really sped up the development process. If you're new to game development or want to make your own version of Flappy Bird, I highly recommend giving this a try.  ( 4 min )

Introduction As part of this tutorial, I will also show detailed screenshots annotated using Screenpresso at each step to make the process clear and easy to follow. This guide is perfect for beginners using AWS Free Tier who want to deploy a simple web server manually. Prerequisites ✅ A valid AWS Free Tier account. ✅ Git Bash installed on your local machine (Windows). ✅ Basic understanding of web servers and SSH. Step 1: Log In to the AWS Management Console First, we need to log in to our AWS account. Open your web browser and go to https://console.aws.amazon.com/. Enter your login credentials and sign in. Why this is important:The AWS Console is the web interface that allows you to manage all AWS services Step 2: Launch a New EC2 Instance 2.1 Go to the EC2 Dashboard In the AWS search ba…  ( 5 min )

Fellow developers, we need to talk about tutorial hell. Not the coding kind - the entrepreneurship kind. I've spent 3 months in startup tutorial hell. Every framework, every methodology, every 'proven system' for building a business. I could probably teach a course on startup theory at this point. But theory doesn't ship products. Theory doesn't get customers. Theory doesn't generate revenue. So today I'm switching from learning to building. One roadmap, one focus, public accountability. This isn't another 'follow my journey' post. This is documentation for my future self and anyone else stuck in the same cycle. The plan: build something, measure what matters, iterate based on real feedback from real users. Revolutionary, I know. First commit coming tomorrow. Time to write some code that actually solves a problem instead of just following along with tutorials. Who's with me?  ( 3 min )

During work on my current project I tried to find the optimal solution how to validate the arguments of some service level methods. I don't want to write every time an if clause for nullcheck or add additional validation logic, for example ensure a numeric value not to be less then 0. I added jakarta.validation annotations as you can see below, but first on the implementations of the functions. During the build this error was thrown: HV000151: A method overriding another method must not redefine the parameter constraint configuration ... This occurs when you define validation annotations on a method parameter that overrides a method from an interface or superclass that already has validation constraints. Jakarta Bean Validation enforces constraints defined by interfaces or base classes a…  ( 4 min )

Hi there! I'm Maneshwar. Right now, I’m building LiveAPI, a first-of-its-kind tool that helps you automatically index API endpoints across all your repositories. LiveAPI makes it easier to discover, understand, and interact with APIs in large infrastructures. NGINX is a powerful and versatile web server, and its extensibility through modules is one of its greatest strengths. Sometimes, however, you need functionality that isn't available out-of-the-box or as a pre-compiled dynamic module. This is where custom NGINX modules come in. In this blog post, we'll walk through a real-world scenario: building NGINX with the ngx_http_consul_backend_module and the ngx_devel_kit (NDK) module. We'll leverage Ansible to automate the entire process, making it repeatable, reliable, and dev-friendly. Ma…  ( 8 min )

As part of my journey into leadership in the DevOps space, I recently walked through ten common but complex scenarios that a DevOps Team Lead might face. Note: These scenarios were generated by ChatGPT at my request as part of preparing for a DevOps Team Lead interview. The answers and strategies are entirely my own, reflecting how I would handle each situation. Challenge: Two junior engineers were constantly blocking senior engineers with minor requests. Approach: I initiated 1:1s to understand their blockers and assess if the tasks assigned to them matched their current skill level. I discovered they often lacked confidence or context. To balance support and senior focus time, I introduced scheduled daily sync slots for juniors to raise their questions in batches. I also encouraged them …  ( 7 min )

Part 1: Install and Run Kafka on Windows Java 8+ Kafka 3.x (includes Zookeeper) A terminal like Command Prompt, Git Bash, or PowerShell Go to: https://kafka.apache.org/downloads Choose a binary (e.g., Kafka 3.6.0 with Scala 2.13) Extract it to C:\kafka Kafka uses Zookeeper for managing brokers. In a terminal: cd C:\kafka Keep this terminal open. Open a new terminal: cd C:\kafka Kafka is now running on localhost:9092. bin\windows\kafka-topics.bat --create --topic test-topic --bootstrap-server localhost:9092 --partitions 1 --replication-factor 1 bin\windows\kafka-topics.bat --list --bootstrap-server localhost:9092 You can use Spring Initializr with the following settings: Dependencies: Spring Web, Spring for Apache Kafka Name: kafka-demo Package: com.example.kafkademo src/ spring: …  ( 4 min )

1.React DOM What is React DOM? React DOM is the bridge between your React components and the actual browser DOM (Document Object Model). It allows your React code (written in JSX and JavaScript) to be displayed in the browser. Why do we use it? React uses a virtual DOM for better performance. Instead of updating the entire web page every time something changes, React compares the new virtual DOM with the previous one and updates only the changed elements in the real DOM using React DOM. This process is called reconciliation and makes React fast and efficient. When is React DOM used? React DOM is used when you want to render your React components into the browser. Usually, this happens in your index.js file, where the main component (like ) is mounted to a real HTML element. Where is it …  ( 6 min )

Hyperlane：新一代高性能Rust框架的实战体验 作为一名大三计算机专业的学生，我在最近的课程项目中深入使用了 Hyperlane 框架。这个被称为"新一代轻量级高性能框架"的 Rust Web 框架确实给我留下了深刻印象。本文将从实战角度，分享我对 Hyperlane 的使用体验。 在项目开始时，我对比了几个主流的 Web 框架： 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 较多内部抽象层 Actix ✅ 请求中间件 部分支持(需插件) ⚠️ 路径宏需显式配置 Axum 复杂的 Tower 架构 Tokio ✅ Tower 中间件 ✅ 需依赖扩展 ⚠️ 动态路由较弱 最终选择 Hyperlane 的原因是： 极简的依赖关系 完整的异步支持 原生的 WebSocket 集成 灵活的路由系统 server.enable_nodelay().await; server.disable_linger().await; server.http_line_buffer_size(4096).await; Hyperlane 默认启用了这些性能优化选项，这意味着它为高并发连接场景预设了合适的 TCP 和缓冲区参数。 在实际项目中，我使用 wrk 进行了压力测试： wrk -c360 -d60s http://localhost:8000/ 测试结果令人惊喜： 框架 QPS 内存占用 Hyperlane 324,323 最低 Rocket 298,945 中等 Gin (Go) 242,570 较高 server .host("0.0.0.0").await .port(60000).await .route("/", root_route).await .route("/goods/{id:\\d+}", goods_detail).await .run().await .unwrap(); 所有配置都采用异步链式调用模式，无需嵌套配置或宏组合。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); ctx.set_response_body(key) .await .send_body() .await; } 原生的 WebSocket 支持让实时消息推送变得简单。 #[post] async fn sse_route(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, TEXT_EVENT_STREAM) .await .send() .await; for i in 0..10 { ctx.set_response_body(format!("data:{}{}", i, HTTP_DOUBLE_BR)) .await .send_body() .await; } } 零平台依赖：纯 Rust 实现，跨平台一致性强 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲 灵活的中间件机制：支持请求和响应中间件，生命周期划分清晰 开箱即用的实时通信：原生支持 WebSocket 和 SSE v4.22.0 后，ctx.aborted() 可以中断请求 v5.25.1 中的 ctx.closed() 可以主动关闭连接 从简单路由开始：先熟悉基本的 GET/POST 路由 理解 Context 抽象：这是框架的核心概念 循序渐进学习中间件：先使用内置中间件，再尝试自定义 关注性能优化选项：了解默认配置的作用 探索在微服务架构中的应用 研究与其他 Rust 生态系统的集成 尝试贡献一些社区插件 作为一个学生开发者，我认为 Hyperlane 是一个非常值得投入时间学习的框架。它不仅让我深入理解了 Web 开发的本质，还让我体会到了 Rust 在 Web 领域的强大潜力。如果你也在寻找一个性能强大且易于上手的 Rust Web 框架，Hyperlane 绝对值得一试！  ( 3 min )

Day 1: First Encounter with Hyperlane I stumbled upon the Hyperlane Rust HTTP framework on GitHub and was immediately captivated by its performance metrics. The official documentation states: "Hyperlane is a high-performance and lightweight Rust HTTP framework designed to simplify the development of modern web services while balancing flexibility and performance." I decided to use it for my distributed systems course project. I started with the Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into the design of Hyperlane's Context. In traditional frameworks, you would retrieve the request method like this: let method = ctx.get_request().await.get_method(); But Hyperlane offers a more elegant approach: let method = ctx.get_request_method().await; My Understanding: T…  ( 5 min )

Introduction In today's web development landscape, performance is paramount. Users expect fast, responsive web applications that work reliably, even in poor network conditions. The JavaScript Cache API is a powerful tool that enables developers to store network requests and retrieve them efficiently, significantly improving the user experience. This article will explore the Cache API in depth, covering its fundamentals, practical implementations, and best practices. The Cache API is part of the Service Worker specification that provides a storage mechanism for Request/Response object pairs. Unlike other browser storage options (like localStorage or sessionStorage), the Cache API is specifically designed to handle HTTP responses, making it ideal for: Offline web applications Resource cach…  ( 5 min )

Day 1: First Encounter with Hyperlane I stumbled upon the Hyperlane Rust HTTP framework on GitHub and was immediately captivated by its performance metrics. The official documentation states: "Hyperlane is a high-performance and lightweight Rust HTTP framework designed to simplify the development of modern web services while balancing flexibility and performance." I decided to use it for my distributed systems course project. I started with the Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into the design of Hyperlane's Context. In traditional frameworks, you would retrieve the request method like this: let method = ctx.get_request().await.get_method(); But Hyperlane offers a more elegant approach: let method = ctx.get_request_method().await; My Understanding: T…  ( 5 min )

Hyperlane实时通信指南：WebSocket和SSE实战经验分享 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园实时聊天系统时，深入体验了它的 WebSocket 和 SSE 功能。这篇文章将分享我的实战经验。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_header("Connection", "Upgrade") .await .set_response_header("Upgrade", "websocket") .await .set_response_body(key) .await .send_body() .await; } async fn handle_ws_message(ctx: Context) { let message = ctx.get_ws_message().await; match message { WSMessage::Text(text) => { // 处理文本消息 ctx.send_ws_text(format!("收到消息: {}", text)).await; } WSMessage::Binary(data) => { // 处理二进制消…  ( 3 min )

Remote Work Isn't Freedom Without Structure: What TDZ PRO Knows That Most Don't Anthony James ・ Jun 10 #remotework #productivity #entrepreneurship #mindset  ( 2 min )

在当前的 Rust Web 框架生态中，Hyperlane 正逐步展现出其作为“新一代轻量级高性能框架”的强大竞争力。本文将通过与主流框架（如 Actix-Web、Axum）对比，全面剖析 Hyperlane 的优势，特别是在性能、特性集成、开发体验和底层架构方面的领先之处。 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 大量内部抽象层 Actix ✅ 请求中间件 部分支持（需插件） ⚠️ 路径宏需显式配置 Axum Tower 架构复杂 Tokio ✅ Tower 中间件 ✅ 需依赖层扩展 ⚠️ 动态路由较弱 零平台依赖：纯 Rust 实现，跨平台一致性强，无需额外 C 库绑定。 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲处理，自动开启 TCP_NODELAY，默认关闭 SO_LINGER，适合高频请求环境。 中间件机制灵活：支持 request_middleware 与 response_middleware 明确划分，便于请求生命周期控制。 实时通信开箱即用：原生支持 WebSocket 与 SSE，无需第三方插件扩展。 下面我们将拆解一个完整 Hyperlane 服务示例，说明其设计理念与开发者友好性。 async fn request_middleware(ctx: Context) { let socket_addr = ctx.get_socket_addr_or_default_string().await; ctx.set_response_header(SERVER, HYPERLANE) …  ( 3 min )

深入理解Hyperlane的中间件系统：一个大三学生的实践笔记 作为一名大三计算机专业的学生，我在使用 Hyperlane 框架开发校园项目的过程中，对其中间件系统有了深入的理解。今天，我想分享一下我在实践中的心得体会。 graph TD A[客户端请求] --> B[认证中间件] B --> C[日志中间件] C --> D[控制器] Hyperlane 的中间件采用洋葱模型，请求从外层向内层传递，这种设计让请求处理流程清晰可控。 async fn request_middleware(ctx: Context) { let socket_addr = ctx.get_socket_addr_or_default_string().await; ctx.set_response_header(SERVER, HYPERLANE) .await .set_response_header("SocketAddr", socket_addr) .await; } 相比其他框架需要通过 trait 或层注册中间件，Hyperlane 直接使用异步函数注册，更加直观。 async fn auth_middleware(ctx: Context) { let token = ctx.get_request_header("Authorization").await; match token { Some(token) => { // 验证逻辑 ctx.set_request_data("user_id", "123").await; } None => { …  ( 3 min )

Hyperlane性能优化实战：从理论到实践的深度探索 作为一名大三计算机系的学生，我在使用 Hyperlane 开发高并发校园服务时，积累了不少性能优化的经验。这篇文章将从实战角度分享我的优化心得。 server .enable_nodelay().await .disable_linger().await .http_line_buffer_size(4096).await .run().await; wrk -c360 -d60s http://localhost:8000/ 框架 QPS 延迟 内存占用 Tokio 340,130 1.2ms 基准线 Hyperlane 324,323 1.5ms +5% Rocket 298,945 1.8ms +15% Gin (Go) 242,570 2.1ms +25% async fn optimize_connection_pool() { let pool = Pool::builder() .max_size(100) .min_idle(Some(10)) .build() .await; // 使用连接池 let conn = pool.get().await?; } async fn reuse_buffers(ctx: Context) { let buffer = get_buffer_from_pool().await; ctx.set_response_body(buffer) .await .send_body() .await; return_buffer_to_po…  ( 3 min )

Hyperlane与微服务架构：校园应用的实战案例分析 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园服务时，尝试了微服务架构的实践。这篇文章将分享我在这个过程中的经验和思考。 // 用户服务 #[get] async fn user_service(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, APPLICATION_JSON) .await .set_response_body("{\"service\": \"user\"}"); } // 商品服务 #[get] async fn product_service(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, APPLICATION_JSON) .await .set_response_body("{\"service\": \"product\"}"); } async fn register_service(service_name: &str, port: u16) { let server = Server::new() .host("0.0.0.0") .await .port(port) .await; // 向服务注册中心注册 register_to_discovery(service_name, port).await; } async fn call_service(ctx: Context) { let service_url = discover_service("use…  ( 3 min )

Apple device management software is critical for ensuring seamless operation, robust security, and efficient IT workflows. In 2025, several solutions stand out for their features, ease of use, and adaptability to different organizational needs. Let’s dive into the top options and why they are must-haves for any Apple-heavy environment. Apple products are synonymous with reliability, innovation, and user satisfaction. With increasing adoption in corporate and educational settings, managing these devices effectively ensures that operations stay smooth and secure. Security Risks: With great technology comes great responsibility. Safeguarding sensitive data on Apple devices is a priority. Compatibility: Seamlessly integrating Apple devices with existing infrastructure is often complex. Device …  ( 5 min )

Hyperlane：新一代高性能Rust框架的实战体验 作为一名大三计算机专业的学生，我在最近的课程项目中深入使用了 Hyperlane 框架。这个被称为"新一代轻量级高性能框架"的 Rust Web 框架确实给我留下了深刻印象。本文将从实战角度，分享我对 Hyperlane 的使用体验。 在项目开始时，我对比了几个主流的 Web 框架： 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 较多内部抽象层 Actix ✅ 请求中间件 部分支持(需插件) ⚠️ 路径宏需显式配置 Axum 复杂的 Tower 架构 Tokio ✅ Tower 中间件 ✅ 需依赖扩展 ⚠️ 动态路由较弱 最终选择 Hyperlane 的原因是： 极简的依赖关系 完整的异步支持 原生的 WebSocket 集成 灵活的路由系统 server.enable_nodelay().await; server.disable_linger().await; server.http_line_buffer_size(4096).await; Hyperlane 默认启用了这些性能优化选项，这意味着它为高并发连接场景预设了合适的 TCP 和缓冲区参数。 在实际项目中，我使用 wrk 进行了压力测试： wrk -c360 -d60s http://localhost:8000/ 测试结果令人惊喜： 框架 QPS 内存占用 Hyperlane 324,323 最低 Rocket 298,945 中等 Gin (Go) 242,570 较高 server .host("0.0.0.0").await .port(60000).await .route("/", root_route).await .route("/goods/{id:\\d+}", goods_detail).await .run().await .unwrap(); 所有配置都采用异步链式调用模式，无需嵌套配置或宏组合。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); ctx.set_response_body(key) .await .send_body() .await; } 原生的 WebSocket 支持让实时消息推送变得简单。 #[post] async fn sse_route(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, TEXT_EVENT_STREAM) .await .send() .await; for i in 0..10 { ctx.set_response_body(format!("data:{}{}", i, HTTP_DOUBLE_BR)) .await .send_body() .await; } } 零平台依赖：纯 Rust 实现，跨平台一致性强 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲 灵活的中间件机制：支持请求和响应中间件，生命周期划分清晰 开箱即用的实时通信：原生支持 WebSocket 和 SSE v4.22.0 后，ctx.aborted() 可以中断请求 v5.25.1 中的 ctx.closed() 可以主动关闭连接 从简单路由开始：先熟悉基本的 GET/POST 路由 理解 Context 抽象：这是框架的核心概念 循序渐进学习中间件：先使用内置中间件，再尝试自定义 关注性能优化选项：了解默认配置的作用 探索在微服务架构中的应用 研究与其他 Rust 生态系统的集成 尝试贡献一些社区插件 作为一个学生开发者，我认为 Hyperlane 是一个非常值得投入时间学习的框架。它不仅让我深入理解了 Web 开发的本质，还让我体会到了 Rust 在 Web 领域的强大潜力。如果你也在寻找一个性能强大且易于上手的 Rust Web 框架，Hyperlane 绝对值得一试！  ( 3 min )

Imagine having access to an AI model so powerful it could build applications, generate code, process documents, or answer complex queries with minimal tuning. Now imagine that same model is backed by the same infrastructure that powers Amazon.com. Welcome to Amazon Nova, AWS's answer to the rapidly evolving foundation model ecosystem. If you're a mid-level AI developer, you’ve probably felt the whiplash of constant innovation—new LLMs every quarter, finicky setups, exploding costs. Amazon Nova isn’t just another model drop. It’s Amazon stepping into the foundation model race with serious firepower and real enterprise-grade solutions. Nova promises speed, customizability, and tight integration with AWS services you already use—think SageMaker, Bedrock, S3, and IAM. That means fewer headache…  ( 5 min )

从零开始的Hyperlane框架学习之旅：一个大三学生的真实体验 作为一名大三计算机系的学生，我在上学期的分布式系统课程项目中初次接触到了 Hyperlane 这个 Rust HTTP 框架。从最初的好奇到后来的深入使用，这个框架给我留下了深刻的印象。今天，我想分享一下我使用 Hyperlane 的心路历程。 第一次看到 Hyperlane 的文档时，我就被它的设计理念所吸引。作为一个性能导向的轻量级框架，它在保持高性能的同时，还提供了非常友好的开发体验。 首先，我只需要在 Cargo.toml 中添加一行依赖： [dependencies] hyperlane = "5.25.1" 相比其他框架动辄几十个依赖项，Hyperlane 只依赖 Tokio 和标准库，这让我在项目初始化时就感受到了它的轻量级特性。 在传统框架中，获取请求方法可能需要这样写： let method = ctx.get_request().await.get_method(); 而 Hyperlane 提供了更优雅的方式： let method = ctx.get_request_method().await; 这种扁平化的 API 设计让代码更加清晰易读，也减少了查阅文档的次数。 #[methods(get, post)] async fn root_route(ctx: Context) { ctx.set_response_status_code(200) .await .set_response_body("Hello hyperlane => /") .await; } 这种组合式的路由注解比其他框架一个个声明方法要简洁得多。 server.route("/goods/{id:\\d+}", |ctx| async move { let id = ctx.get_route_param("id").await.parse::().unwrap(); // 数据库查询逻辑... }).await; 内置的正则表达式支持让路由匹配更加灵活，不需要额外的插件。 在 AWS t2.micro 实例上进行压力测试： wrk -c360 -d60s http://localhost:8000/ 测试结果令人震惊： 框架 QPS Tokio 340,130 Hyperlane 324,323 Rocket 298,945 Gin (Go) 242,570 性能仅比底层的 Tokio 低 5%，但提供了完整的 Web 框架功能，这个数据让我在课程展示时收获了不少惊叹。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_body(key).await.send_body().await; ctx.set_response_body(body).await.send_body().await; } 无需额外的插件就能支持 WebSocket，这让我在实现实时聊天功能时省去了不少麻烦。 在升级到 v4.89+ 版本时，我遇到了一些生命周期的变化： // v4.89+ 推荐的请求中断方式 if should_abort { ctx.aborted().await; return; } 但框架清晰的版本说明让我很快适应了这些变化。 API 设计哲学：链式调用设计保持了 Rust 的优雅 性能密码：建立在 Tokio 的异步架构和零拷贝处理之上 中间件系统：洋葱模型提供了清晰的扩展点 路由灵活性：在简单参数和正则表达式之间取得了平衡 版本管理：仔细阅读 CHANGELOG 避免兼容性问题 通过这次项目实践，我不仅掌握了 Hyperlane 框架，还对现代 Web 框架的设计理念有了深入的理解。接下来，我计划： 深入研究 Hyperlane 的 WebSocket 支持 探索框架如何在底层利用 Rust 的零成本抽象 尝试基于 Hyperlane 构建微服务架构 Hyperlane 不仅仅是一个工具，它改变了我对编程的思考方式。每一次 ctx 调用，每一个中间件的编写，都在加深我对 Web 开发本质的理解。这个框架让我明白，性能和开发体验是可以兼得的，这就是 Rust 生态的魅力所在。  ( 3 min )

深入理解Hyperlane的中间件系统：一个大三学生的实践笔记 作为一名大三计算机专业的学生，我在使用 Hyperlane 框架开发校园项目的过程中，对其中间件系统有了深入的理解。今天，我想分享一下我在实践中的心得体会。 graph TD A[客户端请求] --> B[认证中间件] B --> C[日志中间件] C --> D[控制器] Hyperlane 的中间件采用洋葱模型，请求从外层向内层传递，这种设计让请求处理流程清晰可控。 async fn request_middleware(ctx: Context) { let socket_addr = ctx.get_socket_addr_or_default_string().await; ctx.set_response_header(SERVER, HYPERLANE) .await .set_response_header("SocketAddr", socket_addr) .await; } 相比其他框架需要通过 trait 或层注册中间件，Hyperlane 直接使用异步函数注册，更加直观。 async fn auth_middleware(ctx: Context) { let token = ctx.get_request_header("Authorization").await; match token { Some(token) => { // 验证逻辑 ctx.set_request_data("user_id", "123").await; } None => { …  ( 3 min )

Hyperlane实时通信指南：WebSocket和SSE实战经验分享 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园实时聊天系统时，深入体验了它的 WebSocket 和 SSE 功能。这篇文章将分享我的实战经验。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_header("Connection", "Upgrade") .await .set_response_header("Upgrade", "websocket") .await .set_response_body(key) .await .send_body() .await; } async fn handle_ws_message(ctx: Context) { let message = ctx.get_ws_message().await; match message { WSMessage::Text(text) => { // 处理文本消息 ctx.send_ws_text(format!("收到消息: {}", text)).await; } WSMessage::Binary(data) => { // 处理二进制消…  ( 3 min )

Hyperlane：新一代高性能Rust框架的实战体验 作为一名大三计算机专业的学生，我在最近的课程项目中深入使用了 Hyperlane 框架。这个被称为"新一代轻量级高性能框架"的 Rust Web 框架确实给我留下了深刻印象。本文将从实战角度，分享我对 Hyperlane 的使用体验。 在项目开始时，我对比了几个主流的 Web 框架： 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 较多内部抽象层 Actix ✅ 请求中间件 部分支持(需插件) ⚠️ 路径宏需显式配置 Axum 复杂的 Tower 架构 Tokio ✅ Tower 中间件 ✅ 需依赖扩展 ⚠️ 动态路由较弱 最终选择 Hyperlane 的原因是： 极简的依赖关系 完整的异步支持 原生的 WebSocket 集成 灵活的路由系统 server.enable_nodelay().await; server.disable_linger().await; server.http_line_buffer_size(4096).await; Hyperlane 默认启用了这些性能优化选项，这意味着它为高并发连接场景预设了合适的 TCP 和缓冲区参数。 在实际项目中，我使用 wrk 进行了压力测试： wrk -c360 -d60s http://localhost:8000/ 测试结果令人惊喜： 框架 QPS 内存占用 Hyperlane 324,323 最低 Rocket 298,945 中等 Gin (Go) 242,570 较高 server .host("0.0.0.0").await .port(60000).await .route("/", root_route).await .route("/goods/{id:\\d+}", goods_detail).await .run().await .unwrap(); 所有配置都采用异步链式调用模式，无需嵌套配置或宏组合。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); ctx.set_response_body(key) .await .send_body() .await; } 原生的 WebSocket 支持让实时消息推送变得简单。 #[post] async fn sse_route(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, TEXT_EVENT_STREAM) .await .send() .await; for i in 0..10 { ctx.set_response_body(format!("data:{}{}", i, HTTP_DOUBLE_BR)) .await .send_body() .await; } } 零平台依赖：纯 Rust 实现，跨平台一致性强 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲 灵活的中间件机制：支持请求和响应中间件，生命周期划分清晰 开箱即用的实时通信：原生支持 WebSocket 和 SSE v4.22.0 后，ctx.aborted() 可以中断请求 v5.25.1 中的 ctx.closed() 可以主动关闭连接 从简单路由开始：先熟悉基本的 GET/POST 路由 理解 Context 抽象：这是框架的核心概念 循序渐进学习中间件：先使用内置中间件，再尝试自定义 关注性能优化选项：了解默认配置的作用 探索在微服务架构中的应用 研究与其他 Rust 生态系统的集成 尝试贡献一些社区插件 作为一个学生开发者，我认为 Hyperlane 是一个非常值得投入时间学习的框架。它不仅让我深入理解了 Web 开发的本质，还让我体会到了 Rust 在 Web 领域的强大潜力。如果你也在寻找一个性能强大且易于上手的 Rust Web 框架，Hyperlane 绝对值得一试！  ( 3 min )

作为计算机系大三学生，上学期我在做校园二手交易平台项目时，偶然发现了 Hyperlane 这个 Rust HTTP 框架。当时正为选框架发愁——既要性能够强扛住期末交易高峰，又得语法简洁让我这个 Rust 萌新能快速上手。没想到用下来完全超出预期，今天就来聊聊这个宝藏框架的使用体验！ 刚开始写路由函数时，我被 Hyperlane 的 Context（简称 ctx）惊艳到了。记得第一次想获取请求方法，按照 Rust 传统 HTTP 框架的写法，得这样： let method = ctx.get_request().await.get_method(); 但 Hyperlane 直接把方法"扁平化"了，现在我写的是： let method = ctx.get_request_method().await; 就像给书包分层整理一样，框架把请求/响应的子字段都按规则重命名了。设置响应状态码从set_status_code变成set_response_status_code，虽然多了几个字母，但代码逻辑像流程图一样清晰，再也不用翻文档找方法层级了！ 最让我上瘾的是它的请求方法宏。写首页路由时，我试着用了#[methods(get, post)]组合标注，结果比用枚举值一个个声明简单太多。后来发现还能简写#[get]，瞬间觉得写路由像写 Markdown 一样轻松： #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_body(key).await.send_body().awai…  ( 3 min )

When building modern front-end applications, developers often struggle to strike the perfect balance between accessibility, design flexibility, and developer experience. Shadcn UI offers a unique solution — combining the power of Radix UI primitives with Tailwind CSS in a developer-friendly and fully customizable package. In this post, we’ll explore why Shadcn UI is gaining traction and walk through a step-by-step guide to set it up in a React + TypeScript project. We’ll also build a simple yet styled and accessible Button component using the library. Below are some compelling reasons why developers are turning to Shadcn UI: 1. Built with Radix UI Primitives Shadcn UI leverages Radix UI for accessibility and behavior, ensuring components are built with accessibility best practices out of t…  ( 5 min )

Picture this: You're troubleshooting an application that worked perfectly on SQL Server. Now it's being moved to Oracle, and everything suddenly seems out of order. The code looks familiar, but it's throwing errors left and right. Welcome to the world of database dialects. Here's the thing most people don't tell you: SQL isn't just SQL. Microsoft and Oracle each built their own flavor, and they're different enough to make your head spin. T-SQL is Microsoft's procedural extension to SQL. It's what SQL Server speaks. PL/SQL is Oracle's procedural language. The same basic idea, a totally different execution. Think of it like American English vs British English. You'll understand most of it, but some words mean completely different things. In SQL Server (T-SQL), you declare and go: DECLARE @u…  ( 4 min )

Hyperlane路由系统详解：从入门到实践的完整指南 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园项目的过程中，对其路由系统有了深入的理解。这篇文章将从实践角度，详细介绍 Hyperlane 的路由系统特性。 #[get] async fn hello_route(ctx: Context) { ctx.set_response_body("Hello, Hyperlane!") .await .send_body() .await; } #[methods(get, post)] async fn multi_method_route(ctx: Context) { let method = ctx.get_request_method().await; ctx.set_response_body(format!("Method: {}", method)) .await .send_body() .await; } server.route("/user/{id}", |ctx| async move { let user_id = ctx.get_route_param("id").await; // 处理用户信息... }).await; server.route("/product/{id:\\d+}", |ctx| async move { let product_id = ctx.get_route_param("id").await.parse::().unwrap(); // 商品详情处理... }).await; async fn api_routes(ser…  ( 3 min )

I've just released LogSum v0.1.0, a fast log analyzer that can process 10,000 log entries in just 3.3 milliseconds. But speed wasn't the only goal - I wanted to make log analysis actually enjoyable. We've all been there: production issues at 3 AM, scrolling through endless logs, trying to spot patterns with tired eyes. Existing tools either: Dump everything to stdout (grep, awk) Require complex query languages (LogQL, KQL) Need heavy infrastructure (ELK stack) Cost a fortune (Datadog, Splunk) I wanted something that just works, runs locally, and makes patterns obvious. LogSum combines three things that rarely go together: Blazing fast performance - 3.3ms for 10K entries Beautiful terminal UI - with animations and colors Intelligent analysis - automatic pattern detection 🔍 Smart Pattern De…  ( 4 min )

Hello there! Long time no see! Let's get back to our series about Amazon Verified Permissions! The last few months haven't brought much news in AVP, other than the addition of tags (which should have been added a long time ago), but a few days before re:Inforce, we got a real game changer: a price change. As we know, AVP has many advantages, but the biggest drawback has always been the price. For a new service, this made it very difficult for customers to adopt. I've conducted many workshops, talks, and a large implementation around AVP, but this pricing has always been a pain point for many people. In this blog post, I want to share my perspective on the price change based on the use case I implemented with my team. Until today, pricing looked like this: we paid for the number of authoriz…  ( 6 min )

Hyperlane与微服务架构：校园应用的实战案例分析 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园服务时，尝试了微服务架构的实践。这篇文章将分享我在这个过程中的经验和思考。 // 用户服务 #[get] async fn user_service(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, APPLICATION_JSON) .await .set_response_body("{\"service\": \"user\"}"); } // 商品服务 #[get] async fn product_service(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, APPLICATION_JSON) .await .set_response_body("{\"service\": \"product\"}"); } async fn register_service(service_name: &str, port: u16) { let server = Server::new() .host("0.0.0.0") .await .port(port) .await; // 向服务注册中心注册 register_to_discovery(service_name, port).await; } async fn call_service(ctx: Context) { let service_url = discover_service("use…  ( 3 min )

In a recent MCP Week discussion, John McBride, staff software engineer at Zuplo, shared insights from his talk "Agents Are Coming For Your APIs." His message is clear: the future remains fundamentally API-driven, even as AI agents reshape how we interact with digital services. The article highlights some of the key takeaways from that discussion around how APIs and agents are going to interact and how engineers can prepare themselves and their APIs. If you'd prefer to watch Martyn & John's conversation, you can in the video below! The Loop That Never Sleeps At their core, AI agents operate through a continuous validation loop. Unlike the "one-shot" interactions we saw in early ChatGPT implementations, modern agents persist until they achieve their goals. They consume JSON sc…  ( 6 min )

Last week I was watching a video on YouTube. It was a conversation about Clean Code with Primagen, Teej, Casey Muratori, and Carson Gross. The conversation touched test driven development and they offered their opinions which I won't rehash here. Watch the video, it is as informative as it is entertaining. After watching the video, I went back to reading "The Go Programming Language". I am fairly proficient in Go but I want to have an even better understanding of the language. In Chapter 4, there was a function called dedup. Please keep in mind that I am not criticising this bit of code, it works and it was used by the author for illustrative purposes: func main() { seen := make(map[string]bool) // a set of strings input := bufio.NewScanner(os.Stdin) for input.Scan() { …  ( 5 min )

Adoption of the Model Context Protocol (MCP) has exploded since Anthropic's initial release just seven months ago. As organizations rush to integrate MCP into their AI workflows and overall product offerings, understanding the best practices for implementation becomes crucial. API strategy consultant Kevin Swiber, who has spent 15 years in the API space working with companies like Postman and advising the OpenAPI initiative, shares valuable insights on how to approach MCP design effectively why it's definitely not going to be the API killer. If you'd prefer to watch Martyn & Kevin's conversation, you can below! Understanding MCP's Role in the Technology Stack One of the biggest misconceptions about MCP is that it will replace traditional APIs. This assumption follows a famil…  ( 6 min )

When we talk about WAFs (Web Application Firewalls) with built-in identity authentication features, the names that usually come to mind are Cloudflare, F5, Fortinet, and AWS. These enterprise-grade solutions offer robust identity and access management features—but they often come at a significant cost, both financially and in terms of complexity. So, what if we told you that a self-hosted WAF can offer similar—if not more flexible—identity authentication capabilities, completely for free? SafeLine is a powerful, self-hosted WAF that not only protects your applications from common web threats like SQL injection, XSS, and bots—it also comes with a built-in identity authentication system, a feature rarely seen in open-source or self-hosted solutions. And the best part? It’s completely free. …  ( 4 min )

Modern programming languages are full of interesting features that adapt to a wide variety of needs when we have to implement some functionality to our code. Today I will try to explain generators in a simple and beginner-friendly way. Essentially, generator objects are useful when we want to iterate through some kind of sequence but we don't want (or can't) load it directly in memory (e.g using a list). Think of a group of buildings in a big city. We want to find the first building that has an underground parking lot. The size of the list can be interpreted as the system's memory, and in this way we see that generator objects can help us to reduce memory usage in iterating processes. Another thing that can be noted in the previous example is that we can work with the data as it is being g…  ( 5 min )

RCP Network Request Tool Class Implementation GET Request Method export function rcpGet(url: string, params?: string): Promise { return rcpRequest(url, "GET", params); } export function rcpPost(url: string, params?: string): Promise { return rcpRequest(url, "POST", params); } let headers: rcp.RequestHeaders = { 'accept': 'application/json' }; let session = rcp.createSession(); let req = new rcp.Request(url, method, headers, params); let getjson: T | null = null; return session.fetch(req).then((response) => { Logger.error(`Request succeeded, message is ${JSON.stringify(response)}`); if (response.statusCode === 200) { Logger.error("Request succeeded"); let result = `${JSON.stringify(response)}`; Logger.error("Re…  ( 4 min )

Relational Database Operations Initializing the Database async initsqlite() { // Construct a StoreConfig object const STORE_CONFIG: relationalStore.StoreConfig = { name: 'RdbTest.db', // Database file name securityLevel: relationalStore.SecurityLevel.S1, // Database security level encrypt: false, // Optional parameter indicating whether the database is encrypted customDir: 'customDir/subCustomDir', // Optional parameter for a custom database path isReadOnly: false // Optional parameter indicating whether the database is read - only }; // Check the database version and perform upgrade or downgrade operations if necessary // Default database version is 0, table structure: CLIENT_USER (ID INTEGER PRIMARY KEY AUTOINCREMENT, ACCOUNT TEXT NOT NULL, …  ( 4 min )

The days of developers being siloed in tech-only teams are over. In 2025, some of the most exciting and impactful work is happening where tech meets everything else — healthcare, education, finance, art, logistics, even agriculture. In this post, I’ll share why cross-industry work is gaining momentum, what it means for us as devs, and what to expect when you’re coding for fields far outside the traditional tech bubble. 🌍 Why Cross-Industry Projects Are Booming What’s driving the shift: AI and automation becoming mainstream across non-tech fields Increased demand for custom tools, not just off-the-shelf solutions Rising pressure to innovate fast (especially Covid) Web3, IoT, and data tools opening doors to new types of collaboration As a dev, you’re no longer just building software — you’re solving business problems with experts from many fields. 🧠 What It Feels Like to Code with Non-Tech Teams You’re not just in meetings with other developers or PMs — you might be working with doctors, educators, lawyers, or logistics experts. You’ll often be the one translating real-world needs into actual software. That means: You ask more questions (and different kinds of questions) You explain tech in plain English (a lot) You build tools that might look simple — but solve huge pain points Sometimes, it’s messy. But it’s also incredibly rewarding. And of course, learn, learn, and learn! 💡 Examples of Cross-Industry Innovation Healthcare: Building AI tools to help diagnose diseases or manage patient data securely. Education: Creating adaptive learning platforms for schools using AI + gamification. Finance: Developing tools for underserved populations using blockchain and mobile-first design. Art & Culture: Collaborating with creators on NFT galleries, digital exhibitions, or immersive experiences. Logistics: Using IoT + data visualization to improve supply chains. If you’re a developer in 2025 and you haven’t worked outside of “pure tech” yet — it’s worth exploring. Just for yourself.  ( 4 min )

When Failure is Not an Option: A Practical Case for OCaml david2am ・ Jun 13 #ocaml #performance #functional #programming  ( 2 min )

Welcome To My GitHub Please Visit I'm Syed Moinuddin, an HR/Admin Assistant with 6+ years of experience — and now on a journey into the world of SQL and data tech! I recently created a GitHub repository to share my projects, and I’m excited to connect with like-minded folks here. 🚀 🔧 What I’m Currently Learning Microsoft SQL Server PostgreSQL & MySQL Azure Data Studio & SSMS Automating tasks using SQL + Excel Exploring version control with GitHub 📊 My GitHub Stats 🧠 Fun Fact About Me 🔗 My GitHub github.com/Syed-Moinuddin2025 Let’s grow and learn together — drop a comment and share your story too! 👇  ( 3 min )

JSON Parsing and Generation with ArkTS Module Introduction This module facilitates the conversion of JSON text to corresponding ArkTS objects or values and vice - versa. import { JSON } from '@kit.ArkTS'; parse(text: string, reviver?: Transformer, options?: ParseOptions): Object | null This function parses a JSON string to generate the corresponding ArkTS object or null. ** Supported from API version 12 in meta - services. System Capability: SystemCapability.Utils.Lang Parameters: Parameter Name Type Required Description text string Yes A valid JSON string. reviver Transformer No A transformation function that can modify the original values generated by parsing. Default: undefined. options ParseOptions No Configuration for parsing that can control the generated ty…  ( 4 min )

💻 Considerando desempenho, recursos, portabilidade e qualidade de construção. Esses notebooks são ideais para programadores que buscam desempenho robusto, portabilidade e ergonomia, além de serem adequados para várias linguagens de programação e ferramentas de desenvolvimento. 01. Apple 2025 MacBook Air MacBook Air de 15 polegadas, Processador M4 da Apple com CPU 10‑core e GPU 10‑core, 24GB Memória unificada, 512 GB oferece desempenho excepcional, ideal para programadores que trabalham com desenvolvimento de software pesado, engenharia de sistemas e inteligência artificial. Processador: Chip M2 Pro/M2 Max Tela: Liquid Retina XDR, até 120Hz Características: Longa duração de bateria (até 22h), excelente teclado, construção premium, ótima tela. Ideal para: Desenvolvedores qu…  ( 5 min )

从零开始的Hyperlane框架学习之旅：一个大三学生的真实体验 作为一名大三计算机系的学生，我在上学期的分布式系统课程项目中初次接触到了 Hyperlane 这个 Rust HTTP 框架。从最初的好奇到后来的深入使用，这个框架给我留下了深刻的印象。今天，我想分享一下我使用 Hyperlane 的心路历程。 第一次看到 Hyperlane 的文档时，我就被它的设计理念所吸引。作为一个性能导向的轻量级框架，它在保持高性能的同时，还提供了非常友好的开发体验。 首先，我只需要在 Cargo.toml 中添加一行依赖： [dependencies] hyperlane = "5.25.1" 相比其他框架动辄几十个依赖项，Hyperlane 只依赖 Tokio 和标准库，这让我在项目初始化时就感受到了它的轻量级特性。 在传统框架中，获取请求方法可能需要这样写： let method = ctx.get_request().await.get_method(); 而 Hyperlane 提供了更优雅的方式： let method = ctx.get_request_method().await; 这种扁平化的 API 设计让代码更加清晰易读，也减少了查阅文档的次数。 #[methods(get, post)] async fn root_route(ctx: Context) { ctx.set_response_status_code(200) .await .set_response_body("Hello hyperlane => /") .await; } 这种组合式的路由注解比其他框架一个个声明方法要简洁得多。 server.route("/goods/{id:\\d+}", |ctx| async move { let id = ctx.get_route_param("id").await.parse::().unwrap(); // 数据库查询逻辑... }).await; 内置的正则表达式支持让路由匹配更加灵活，不需要额外的插件。 在 AWS t2.micro 实例上进行压力测试： wrk -c360 -d60s http://localhost:8000/ 测试结果令人震惊： 框架 QPS Tokio 340,130 Hyperlane 324,323 Rocket 298,945 Gin (Go) 242,570 性能仅比底层的 Tokio 低 5%，但提供了完整的 Web 框架功能，这个数据让我在课程展示时收获了不少惊叹。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_body(key).await.send_body().await; ctx.set_response_body(body).await.send_body().await; } 无需额外的插件就能支持 WebSocket，这让我在实现实时聊天功能时省去了不少麻烦。 在升级到 v4.89+ 版本时，我遇到了一些生命周期的变化： // v4.89+ 推荐的请求中断方式 if should_abort { ctx.aborted().await; return; } 但框架清晰的版本说明让我很快适应了这些变化。 API 设计哲学：链式调用设计保持了 Rust 的优雅 性能密码：建立在 Tokio 的异步架构和零拷贝处理之上 中间件系统：洋葱模型提供了清晰的扩展点 路由灵活性：在简单参数和正则表达式之间取得了平衡 版本管理：仔细阅读 CHANGELOG 避免兼容性问题 通过这次项目实践，我不仅掌握了 Hyperlane 框架，还对现代 Web 框架的设计理念有了深入的理解。接下来，我计划： 深入研究 Hyperlane 的 WebSocket 支持 探索框架如何在底层利用 Rust 的零成本抽象 尝试基于 Hyperlane 构建微服务架构 Hyperlane 不仅仅是一个工具，它改变了我对编程的思考方式。每一次 ctx 调用，每一个中间件的编写，都在加深我对 Web 开发本质的理解。这个框架让我明白，性能和开发体验是可以兼得的，这就是 Rust 生态的魅力所在。  ( 3 min )

In the current ecosystem of Rust Web frameworks, Hyperlane is increasingly demonstrating its strong competitiveness as a "new generation of lightweight and high-performance frameworks." This article will comprehensively analyze the advantages of Hyperlane by comparing it with mainstream frameworks such as Actix-Web and Axum, especially in terms of performance, feature integration, development experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Only depends on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Many internal abstraction layers Actix ✅ Request middleware Partial support (requires plugins) ⚠️ Path macros…  ( 5 min )

As urban infrastructure becomes smarter and more interconnected, traditional fencing systems are evolving. No longer are fences just passive barriers—they are becoming intelligent components of property surveillance and security systems. In this blog, we’ll explore how to build a motion detection system for fences using PIR (Passive Infrared) sensors and the ESP8266 microcontroller. This guide is perfect for IoT enthusiasts, developers, and even fence companies looking to offer high-tech solutions in the field of property security. We’ll also explore real-world scenarios where this setup can be implemented—especially in regions with high security demands such as Chicago. PIR sensors detect motion by measuring changes in infrared radiation (heat) in their field of view. They're affordable, …  ( 5 min )

Explore tutorials, exercises, quizzes, and certifications all in one place: 🌐 w3schools.com Start your coding journey today — from HTML to JavaScript and beyond!  ( 3 min )

Hyperlane性能优化实战：从理论到实践的深度探索 作为一名大三计算机系的学生，我在使用 Hyperlane 开发高并发校园服务时，积累了不少性能优化的经验。这篇文章将从实战角度分享我的优化心得。 server .enable_nodelay().await .disable_linger().await .http_line_buffer_size(4096).await .run().await; wrk -c360 -d60s http://localhost:8000/ 框架 QPS 延迟 内存占用 Tokio 340,130 1.2ms 基准线 Hyperlane 324,323 1.5ms +5% Rocket 298,945 1.8ms +15% Gin (Go) 242,570 2.1ms +25% async fn optimize_connection_pool() { let pool = Pool::builder() .max_size(100) .min_idle(Some(10)) .build() .await; // 使用连接池 let conn = pool.get().await?; } async fn reuse_buffers(ctx: Context) { let buffer = get_buffer_from_pool().await; ctx.set_response_body(buffer) .await .send_body() .await; return_buffer_to_po…  ( 4 min )

Rust is known for its powerful type system, which enables memory safety, concurrency, and zero-cost abstractions. Rust basic types like integers, boolean, and strings are straightforward, advanced types provide the foundation for writing expressive and safe code in complex systems. Most important advanced types in Rust: Algebraic Data Types (Enums & Structs) Type Aliases Newtypes PhantomData Dynamically Sized Types (DSTs) Trait Objects Function Pointers Never Type (!) Inferred and Generic Types Algebraic Data Types (ADTs) Algebraic data types is a way to define complex data by combining simpler types. There are two main kinds of ADTs: Struct : combine multiple fields together struct Person { name: String, age: u8, } Enum : define one of many possibilities enum Sha…  ( 6 min )

🧠 Overview As part of the "Build Games with Amazon Q CLI" challenge by the AWS Community, I decided to bring a classic arcade-style game to life: a Space Shooter built with Python and Pygame. With the help of Amazon Q CLI, I was able to rapidly prototype, refactor, and build a modular game with surprising ease – and yes, all while scoring a cool T-shirt! Amazon Q CLI is more than just a chatbot in your terminal — it's like pairing with a senior developer. Here's why I found it so useful for this project: Fast prototyping: I could describe game logic or a mechanic and get all the Python code files. Instant debugging: AI spotted logic errors and suggested fixes right away. Context-aware: It understood the structure of my project and improved it over time. Documentation help: Even helped m…  ( 4 min )

深入理解Hyperlane的中间件系统：一个大三学生的实践笔记 作为一名大三计算机专业的学生，我在使用 Hyperlane 框架开发校园项目的过程中，对其中间件系统有了深入的理解。今天，我想分享一下我在实践中的心得体会。 graph TD A[客户端请求] --> B[认证中间件] B --> C[日志中间件] C --> D[控制器] Hyperlane 的中间件采用洋葱模型，请求从外层向内层传递，这种设计让请求处理流程清晰可控。 async fn request_middleware(ctx: Context) { let socket_addr = ctx.get_socket_addr_or_default_string().await; ctx.set_response_header(SERVER, HYPERLANE) .await .set_response_header("SocketAddr", socket_addr) .await; } 相比其他框架需要通过 trait 或层注册中间件，Hyperlane 直接使用异步函数注册，更加直观。 async fn auth_middleware(ctx: Context) { let token = ctx.get_request_header("Authorization").await; match token { Some(token) => { // 验证逻辑 ctx.set_request_data("user_id", "123").await; } None => { …  ( 3 min )

Hyperlane实时通信指南：WebSocket和SSE实战经验分享 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园实时聊天系统时，深入体验了它的 WebSocket 和 SSE 功能。这篇文章将分享我的实战经验。 #[get] async fn ws_route(ctx: Context) { let key = ctx.get_request_header(SEC_WEBSOCKET_KEY).await.unwrap(); let body = ctx.get_request_body().await; ctx.set_response_header("Connection", "Upgrade") .await .set_response_header("Upgrade", "websocket") .await .set_response_body(key) .await .send_body() .await; } async fn handle_ws_message(ctx: Context) { let message = ctx.get_ws_message().await; match message { WSMessage::Text(text) => { // 处理文本消息 ctx.send_ws_text(format!("收到消息: {}", text)).await; } WSMessage::Binary(data) => { // 处理二进制消…  ( 3 min )

作为一名大三计算机专业的学生，我在构建 Web 服务项目时接触到了 Hyperlane 框架。这个高性能的 Rust HTTP 框架彻底改变了我对 Web 开发的认知。下面是我学习并应用 Hyperlane 的真实经历。 刚开始使用 Hyperlane 时，最让我惊喜的是它简洁的 Context 封装。以前在其它框架中需要冗长的调用： let method = ctx.get_request().await.get_method(); 现在只需要一行代码就能搞定： let method = ctx.get_request_method().await; 这种设计让我的代码可读性大幅提升，特别是处理复杂业务逻辑时，不再需要嵌套多个方法调用。 在实现 RESTful API 时，Hyperlane 的请求方法宏让路由定义变得异常简单： #[methods(get, post)] async fn user_profile(ctx: Context) { // 处理GET和POST请求 ctx.set_response_status_code(200).await; ctx.set_response_body("用户个人资料").await; } #[get] async fn get_users(ctx: Context) { // 仅处理GET请求 let users = fetch_all_users().await; ctx.set_response_body(users).await; } 这种声明式语法让我可以专注于业务逻辑而非 HTTP 细节。 在开发过程中，我发现响应处理特别直观： // 设置响应状态 ctx.set_response_status_code(404).await; // 添加自定义响应头 …  ( 3 min )

Day 1：初识 Hyperlane 在 GitHub 上发现了 Hyperlane 这个 Rust HTTP 框架，立刻被它的性能数据吸引。官方文档写着： "hyperlane 是一个高性能且轻量级的 Rust HTTP 框架，设计目标是简化现代 Web 服务的开发，同时兼顾灵活性和性能表现。" 我决定用它来完成我的分布式系统课设。从 Cargo.toml 开始： [dependencies] hyperlane = "5.25.1" 今天重点研究了 Hyperlane 的Context设计。传统框架需要这样获取请求方法： let method = ctx.get_request().await.get_method(); 但 Hyperlane 提供了更优雅的方式： let method = ctx.get_request_method().await; 我的理解： 这种链式调用简化就像 Rust 的?操作符——把嵌套调用扁平化，代码可读性大幅提升。Hyperlane 通过自动生成 getter/setter 方法，把request.method映射为get_request_method()，太聪明了！ 尝试实现 RESTful 接口时，发现了 Hyperlane 的方法宏： #[methods(get, post)] async fn user_api(ctx: Context) { // 处理GET/POST请求 } #[delete] async fn delete_user(ctx: Context) { // 处理DELETE请求 } 遇到的问题： 刚开始忘记给路由函数添加async关键字，编译器报错让我困惑了半小时。Rust 的异步编程真是需要时刻注意细节！ 花了整天研究响应 API，做了个对比表格帮助理解： 操作类型…  ( 3 min )

By Todd Bernson, CTO of BSC Analytics, USMC Veteran, and Voice Cloning Nerd with a Respect for HIPAA and Heavy Deadlifts Healthcare doesn’t mess around when it comes to privacy. Between HIPAA, HITRUST, and the unofficial but very real “don’t you dare leak my test results” rule, any AI solution operating in this space better know how to behave. So when I decided to bring voice cloning — yes, real-time AI-generated voices — into healthcare workflows, I knew two things: It had to feel human. It had to act like a raider-trained compliance officer. Let’s talk about how we built a fully self-hosted, AWS-powered voice cloning platform designed for healthcare environments — balancing personalization with the paranoia (justified!) that comes with handling PHI. Simple: people trust people, not robot…  ( 6 min )

在当前的 Rust Web 框架生态中，Hyperlane 正逐步展现出其作为“新一代轻量级高性能框架”的强大竞争力。本文将通过与主流框架（如 Actix-Web、Axum）对比，全面剖析 Hyperlane 的优势，特别是在性能、特性集成、开发体验和底层架构方面的领先之处。 框架 依赖模型 异步运行时 中间件支持 SSE/WebSocket 路由匹配能力 Hyperlane 仅依赖 Tokio + 标准库 Tokio ✅ 支持请求/响应 ✅ 原生支持 ✅ 支持正则表达式 Actix-Web 大量内部抽象层 Actix ✅ 请求中间件 部分支持（需插件） ⚠️ 路径宏需显式配置 Axum Tower 架构复杂 Tokio ✅ Tower 中间件 ✅ 需依赖层扩展 ⚠️ 动态路由较弱 零平台依赖：纯 Rust 实现，跨平台一致性强，无需额外 C 库绑定。 极致性能优化：底层 I/O 使用 Tokio 的 TcpStream 和异步缓冲处理，自动开启 TCP_NODELAY，默认关闭 SO_LINGER，适合高频请求环境。 中间件机制灵活：支持 request_middleware 与 response_middleware 明确划分，便于请求生命周期控制。 实时通信开箱即用：原生支持 WebSocket 与 SSE，无需第三方插件扩展。 下面我们将拆解一个完整 Hyperlane 服务示例，说明其设计理念与开发者友好性。 async fn request_middleware(ctx: Context) { let socket_addr = ctx.get_socket_addr_or_default_string().await; ctx.set_response_header(SERVER, HYPERLANE) …  ( 3 min )

In the current ecosystem of Rust Web frameworks, Hyperlane is increasingly demonstrating its strong competitiveness as a "new generation of lightweight and high-performance frameworks." This article will comprehensively analyze the advantages of Hyperlane by comparing it with mainstream frameworks such as Actix-Web and Axum, especially in terms of performance, feature integration, development experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Only depends on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Many internal abstraction layers Actix ✅ Request middleware Partial support (requires plugins) ⚠️ Path macros…  ( 5 min )

展望Hyperlane的未来：一个大三学生的开发心得与思考 作为一名大三计算机系的学生，在使用 Hyperlane 框架一个学期后，我对这个框架的现状和未来发展有了一些思考。这篇文章将分享我的学习心得和对框架未来的展望。 极致性能 接近原生 Tokio 的性能表现 优秀的内存管理 低延迟响应 开发体验 直观的 API 设计 完善的文档支持 友好的错误提示 框架 QPS 延迟 内存占用 开发体验 Hyperlane 324,323 1.5ms 最低 优秀 Actix-Web 310,000 1.8ms 较低 良好 Axum 305,000 1.7ms 中等 良好 Gin (Go) 242,570 2.1ms 较高 优秀 #[methods(get, post)] async fn flexible_route(ctx: Context) { let method = ctx.get_request_method().await; ctx.set_response_body(format!("Method: {}", method)) .await .send_body() .await; } 路由系统的设计非常直观，特别是多方法支持和正则匹配功能，大大提高了开发效率。 async fn custom_middleware(ctx: Context) { // 前置处理 let start = std::time::Instant::now(); // 请求处理 // 后置处理 println!("处理耗时: {:?}", start.elapsed()); } 中间件的洋葱模型设计让请求处理流程更加清晰。 WebAssembly 集成 async fn wasm_handler(ctx: Context) { let wasm_module = load_wasm_module().await; let result = wasm_module.execute().await; ctx.set_response_body(result).await; } GraphQL 支持 async fn graphql_handler(ctx: Context) { let query = ctx.get_request_body().await; let schema = build_schema().await; let result = schema.execute(query).await; ctx.set_response_body(result).await; } 插件系统 认证插件 缓存插件 监控插件 工具链完善 脚手架工具 调试工具 性能分析工具 基础入门 Rust 语言基础 异步编程概念 Web 开发知识 进阶学习 源码阅读 性能优化 实战项目 // 项目最佳实践 async fn best_practice(ctx: Context) { // 1. 统一错误处理 let result = process_request().await .map_err(|e| handle_error(e)); // 2. 结构化日志 log::info!("请求处理完成: {:?}", result); // 3. 性能监控 metrics::record_request().await; } 文档系统 更多示例代码 视频教程 最佳实践指南 开发工具 IDE 插件 调试工具 性能分析工具 交流平台 技术论坛 问答社区 代码仓库 生态系统 插件市场 模板项目 示例应用 循序渐进 从简单接口开始 理解核心概念 多写示例代码 实战驱动 参与实际项目 解决实际问题 总结经验教训 深入学习 源码分析 性能优化 架构设计 社区参与 问题反馈 代码贡献 经验分享 技术方向 云原生支持 边缘计算 AI 集成 应用场景 微服务架构 实时应用 高性能计算 作为一名学生开发者，我深深感受到 Hyperlane 框架在 Web 开发领域的潜力。它不仅帮助我快速构建了高性能的 Web 应用，还让我对 Rust 生态系统有了更深的理解。我相信，随着框架的不断发展和社区的壮大，Hyperlane 将在 Web 开发领域发挥更大的作用。希望这篇文章能给其他正在学习 Hyperlane 的同学一些启发和帮助！  ( 3 min )

Como implementar o Google Tag Manager no Next.js 13+ com eventos de clique O que você vai aprender: Instalar e configurar o GTM com o pacote oficial do Next.js Rastrear eventos de clique em links e botões Criar um helper reutilizável para o dataLayer Dica bônus: usar data-attributes para rastrear sem JavaScript (Opcional) Adicionar o Google Analytics 4 junto com o GTM O Next.js 13+ traz suporte nativo para scripts de terceiros com o pacote: npm install @next/third-parties Ou com yarn: yarn add @next/third-parties No arquivo app/layout.tsx ou app/layout.js, importe e adicione o componente: import { GoogleTagManager } from '@next/third-parties/google' export default function RootLayout({ children }) { return ( {children} <GoogleTagMa…  ( 4 min )

Day 1: First Encounter with Hyperlane I stumbled upon the Hyperlane Rust HTTP framework on GitHub and was immediately captivated by its performance metrics. The official documentation states: "Hyperlane is a high-performance and lightweight Rust HTTP framework designed to simplify the development of modern web services while balancing flexibility and performance." I decided to use it for my distributed systems course project. I started with the Cargo.toml file: [dependencies] hyperlane = "5.25.1" Today, I delved into the design of Hyperlane's Context. In traditional frameworks, you would retrieve the request method like this: let method = ctx.get_request().await.get_method(); But Hyperlane offers a more elegant approach: let method = ctx.get_request_method().await; My Understanding: T…  ( 5 min )

Probabilistic Data Structures in Go: Building and Benchmarking a Bloom Filter Umang Sinha ・ Jun 13 #go #datastructures #backend #opensource  ( 3 min )

Hyperlane与微服务架构：校园应用的实战案例分析 作为一名大三计算机系的学生，我在使用 Hyperlane 开发校园服务时，尝试了微服务架构的实践。这篇文章将分享我在这个过程中的经验和思考。 // 用户服务 #[get] async fn user_service(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, APPLICATION_JSON) .await .set_response_body("{\"service\": \"user\"}"); } // 商品服务 #[get] async fn product_service(ctx: Context) { ctx.set_response_header(CONTENT_TYPE, APPLICATION_JSON) .await .set_response_body("{\"service\": \"product\"}"); } async fn register_service(service_name: &str, port: u16) { let server = Server::new() .host("0.0.0.0") .await .port(port) .await; // 向服务注册中心注册 register_to_discovery(service_name, port).await; } async fn call_service(ctx: Context) { let service_url = discover_service("use…  ( 3 min )

When working with Docker containers, managing persistent data is crucial. Docker provides two primary mechanisms for data persistence: Volumes and Bind Mounts. Understanding when to use each can significantly impact your application's performance, security, and maintainability. Docker volumes are the preferred mechanism for persisting data generated and used by Docker containers. They are completely managed by Docker and stored in a part of the host filesystem managed by Docker (/var/lib/docker/volumes/ on Linux). Managed entirely by Docker Independent of the host machine's directory structure Can be shared among multiple containers Easier to back up and migrate Better performance on Docker Desktop (Windows/Mac) Support for volume drivers (remote hosts, cloud providers, encryption) # Creat…  ( 6 min )

Several years ago, AI tools seemed out of reach for most people. Today, almost anyone can access a smart assistant, experiment with text generation, or automate complex tasks without writing much code. The pace of innovation is fast, but picking the best AI tools for your needs demands more than trending names or bold claims. Here’s a technical look at what matters and how to choose. All-in-one AI platforms have their place, but specialists now outperform generalists in many areas. For example, code assistants use language models fine-tuned for software development. Image generators have custom engines to understand artistic concepts. Whether you manage data, write copy, or need market research, you’ll find tools built with deep specialization. To see what’s available, explore the AI Tool…  ( 4 min )

“Build an EMR,” they said. “It’ll be fun,” they said. Fast forward to 2025, and we’re no longer building record-keeping software — we’re engineering clinical intelligence, workflow orchestration, and care collaboration. If you’re writing software for health systems, you're not just a dev — you're the one helping doctors treat faster, safer, and smarter. So let's break down the three EMR tech trends that actually matter in 2025 (no fluff, promise). Remember when uploading a 50MB DICOM file used to take down half the system? Those days are behind us. Modern EMRs are going cloud-native: containerized, scalable, modular — and dare we say, elegant? # k8s-appointment-service.yaml apiVersion: apps/v1 kind: Deployment metadata: name: emr-appointment-service spec: replicas: 3 template: m…  ( 4 min )

Stop Updates Friends who are familiar with Flutter Harmony development should know that Flutter 3.7.12 Harmony SDK has been released in the open source Harmony community for almost a year. The Harmony adaptation of Flutter 3.22.x has been provided by the Harmony Commando Repository. Recently, some friends reported that it has not stopped updating for more than 2 months, and many people thought that maintenance has stopped. This is not the case. Flutter's Harmony adaptation work has been ongoing. The article Harmony Flutter Practice: 15-Flutter Engine Impeller Harmonyization, Performance Optimization and Future details the adaptation work content and future plans. The author mentioned in the previous article The original open source Harmony warehouse stopped updating that with the collect…  ( 3 min )

Background On August 4, 2023, Huawei released HarmonyOS NEXT at the "2023 Huawei Developer Conference" and announced that the system would be open to cooperative enterprise developers. HarmonyOS NEXT, also known as HarmonyOS 5.0, is the largest update version in the history of Harmony. Harmony is no longer compatible with Android and uses its own kernel (Harmony kernel), which completely replaces the original system functions in terms of kernel, operating system, and application layer. Harmony has completely gotten rid of the title of "Android shell". For Everbright's application manufacturers and developers, all applications must be redeveloped and adapted. So what is the so-called native Harmony development? This article will discuss the following aspects: The original application need…  ( 5 min )

When Apple unveiled its new Liquid Glass design language at WWDC '25, designers and devs around the world had a moment of deja vu. If you remember Windows Vista's Aero Glass aesthetic translucent panes, glowing edges, and glassy blurs, this might feel like history repeating itself. But Apple's take isn't just nostalgia; it's refinement. Let's rewind. Vista's Aero Glass was ambitious for its time (2006), introducing frosted translucency, window blur, and fluid motion. The problem? Hardware limitations. It was heavy on resources, inconsistent in UX, and often felt more gimmick than utility. Fast forward to 2025, and Apple's Liquid Glass builds on the same core idea: translucency, depth, and light — but with far more nuance and purpose: Performance-first: Apple's silicon chips and rendering …  ( 4 min )

Blockchain technology is widely celebrated for its transparency and immutability, key pillars that ensure trustless transactions and tamper-proof records. These features have driven innovation across industries, from decentralized finance (DeFi) to supply chain management. However, this same transparency can become a significant challenge when it comes to data privacy and confidentiality. Sensitive information is often exposed on public blockchains, creating a tension between openness and privacy that limits what kinds of applications can be safely and securely built. This article explores the heart of this problem and how the Oasis Network is uniquely solving it with its Sapphire runtime and the ROFL framework, unlocking new horizons for secure, scalable, and private Web3 applications. …  ( 6 min )

Wait... Is This Even DP? When I started learning Dynamic Programming (DP), I thought I had it all figured out. First write recursion -> Easy, right? So whenever I saw a tough problem, my brain immediately went: "Where’s the recursion? Let's add dp[i][j] and go" That's how I thought DP was supposed to be. But recently, I solved a problem... and it broke that pattern completely. No recursion. No DP array. No i, no j, no table. Still, it felt like Dynamic Programming. And that's when I paused and asked myself: “Wait… is this even DP?” Turned out, it was. Just in disguise. That's when I realized: DP isn't just about writing recursion and caching it. It's more about spotting repeated work and finding smart ways to reuse it. Mind blown Max of Min for Every Window Size You're given an ar…  ( 5 min )

hello there people nothing techinal and professional today either. today's morning was hectic. i had to clean the kitchen completely alone, then sweep and mop the floor all by myself and as if it was not enough i had to go upstairs in this scorching heat to hang the washed clothes huff after that i made the flour dough for lunch and after that cut water melon into pieces and mind you it was as big as my whole arm. i had no time to enjoy or hell take rest but here im, with my daily dose of diary writing. because typing and writing practice comes first then anything. and i have also started practicing in geekforgeeks platform my best computer language python. last night i slept in my parents room and they turn off the ac so earlyin the morning. i woke up drenched in sweat and my mother screaming at my face. then my sissys went to their morning coaching and return late so we had chapattis with morning's veggie and soupy maggie. papa is in her general duty and we all are hungry right now, and no one is listening to my moma, all she wants is 3 liters of milk from the market and some veggies to cook. thats it, thank you signing off.  ( 3 min )

Are you looking to build a fast, lightweight, and modern personal website with minimal setup? SvelteKit offers a refreshing developer experience and excellent performance out of the box. Svelte is a JavaScript framework that shifts much of the work to compile time, so your app runs faster with less code and no virtual DOM. SvelteKit builds on top of Svelte to give you a complete, modern web framework with routing, server-side rendering, and deployment tools all built in. This guide walks you through creating a very simple SvelteKit site from setup to deployment preview. Create a basic personal site with the following: Home page About page Contact form (no backend, just an alert message) Simple layout and navigation Step 1: Prerequisites Before starting, ensure you have the following instal…  ( 6 min )

Throughout my learning journey with Microsoft Excel, I have acquired a wide range of valuable skills that have greatly enhanced my data management and analysis capabilities. I began by learning how to sort and filter data, allowing me to quickly organize large datasets and extract relevant information efficiently. I also explored data validation, which helps ensure the accuracy and consistency of data entries by setting predefined rules and restrictions. Moving further, I mastered conditional formatting, a powerful feature that visually highlights specific data points based on given conditions, making trends and anomalies immediately apparent. In addition to these foundational skills, I explored into operators and logical functions, including the versatile IF statements and more complex nested IF functions, enabling me to automate decision-making processes within spreadsheets. I also became proficient with lookup functions such as VLOOKUP and HLOOKUP, which simplify the task of searching for data across different tables. Furthermore, I advanced to using the INDEX and MATCH functions, which offer greater flexibility and efficiency in retrieving data compared to traditional lookup functions. To summarize and analyze data more effectively, I learned to create pivot tables and charts, transforming raw data into meaningful summaries and visual representations. Finally, I explored how to build interactive dashboards, which combine multiple Excel features to present dynamic, user-friendly reports that provide valuable insights at a glance. This comprehensive skill set has empowered me to handle complex data tasks with confidence and precision.  ( 3 min )

Ever thought of hosting your own website from the comfort of your own home—on a machine you already own? In this post, I’ll walk you through how I transformed my old laptop into a fully functional web server and used it to host my personal portfolio: mrzaizai2k.xyz. This is my website: This isn’t just a guide—it’s also a story. Whether you're trying to save money, repurpose old gear, or just learn something cool, you’ll find something valuable here. 💡 Why I Chose to Self-Host 🎓 What You’ll Learn 🛠 Tech Stack 🚀 Initial Setup 🐳 Containerize It with Docker 🌍 Open to the World: Cloudflare Tunnel vs. Port Forwarding 📈 Analytics Integration 📈 What’s Next: SEO Optimization 🔗 References A while ago, I found myself with an old laptop that nobody wanted to buy at a fair price. The resale v…  ( 6 min )

Hi Developers!! Project Title: Chessboard using HTML, CSS, and JavaScript. Project Description: Today, I built a simple 8x8 Chessboard using HTML, CSS Grid, and JavaScript DOM manipulation. This project helped me understand how to create dynamic elements using JavaScript and apply CSS classes conditionally. Important JavaScript Topics Covered: 1.DOM Manipulation: document.createElement() to create div elements dynamically. 2.Loops (For Loop): for loops generated 8 rows and 8 columns for the chessboard. 3.Conditional Statements (if-else): (row + col) % 2 == 0 to create the chess pattern. 4.setAttribute() Method: id and class attributes dynamically for each square. 5.CSS Grid: grid-template-columns: repeat(8, 60px); This made 8 columns of equal size. Source Code: <html lang=…  ( 4 min )

When I’m sitting down to integrate an AI into an application, I follow a pretty consistent mental checklist. It’s all about guiding the AI, step by step. Before I even type my first prompt, I try to understand the AI model itself. Is it a language model, an image generator, or something else? What kind of data was it trained on? Knowing its strengths (and more importantly, its weaknesses) helps me set realistic expectations. I also dig into the API documentation to see what parameters I can tweak — things like temperature (how creative or "safe" the response is) or max_tokens (how long the response can be). These are my knobs and dials for fine-tuning. Treat your AI like a junior developer: give it clear instructions, context, and examples, and it’ll surprise you with what it can achieve. …  ( 5 min )

As a Senior Frontend Architect, I've witnessed countless discussions about micro-frontends where teams mistakenly identify architectural patterns, leading to poor decisions and technical debt. Let me tell you a story that still haunts me. I was in a crucial architectural meeting where we were deciding the future of our frontend strategy. The lead architect confidently presented their "micro-frontend solution" – and I watched in horror as they described what was essentially a glorified component library. "We'll create reusable components," they enthusiastically explained, "the Login component, the Dashboard component, the UserProfile component. Each team can own their components, and we'll have micro-frontends!" Fortunately, I managed to catch the problem in time. After hours of discussion …  ( 8 min )

I Built a Python Course for Students Like Me — It’s Called Pixel Blast 🚀 Hey everyone 👋 I'm Goutham Kumar A, a high school student from India who's passionate about programming, learning, and building cool things. When I first started learning Python, I felt overwhelmed — most online courses were too fast, too expensive, or full of ads. So I decided to create a course myself, made by a student, for students. Introducing 👉 Pixel Blast Pixel Blast is a beginner-friendly Python course designed for: Students who are just starting with programming Anyone who wants to learn Python through clear, simple lessons People looking for an affordable course with practical projects 🟢 Key features: 10+ lessons covering the Python basics Hands-on practice and mini-projects Live sessions and Q&A support Lifetime access for just ₹99 or ₹199 I know what it feels like to be a beginner. I wanted to: Help other students like me learn Python easily Make a course that's affordable and fun Learn by teaching — and share what I’ve learned so far 🔗 Visit Pixel Blast You’ll find all course details, pricing, FAQs, and even a contact option if you want to ask me anything personally. If you're a student, a beginner, or just someone curious about Python — give it a try! I’d love to hear your thoughts, feedback, or suggestions. Feel free to connect or drop a comment below. Let’s help more people learn Python the simple way 💡 Thanks for reading! Goutham Kumar A  ( 3 min )

Origin story:
 Features Real-time key remapping Use of modifiers for flexible configuration Activation of rules when holding a specific "switch" key Easy setup via a configuration file Requirements: macOS Big Sur 11.5 or later. How to use Key remapping is activated when holding the [switch key], or via settings in the [general] section. Changes take effect immediately after launching. Configuration [general] [switch key] Remapping rules: source:target:modifiers source — source key code (required) target — target key code (required) modifiers — optional modifiers, separated by commas Comments: lines starting with #. Modifiers You can use modifiers such as:
Caps Lock, Shift, Right Shift, Function, Control, Option, Right Option, Command, Right Command. Configuration example Installation instructions are in the README file of the repository: https://github.com/bornthenord/hotpaws  ( 3 min )

I would like to share how I felt on my first day in Chennai and how my journey is going as I begin to learn Java Full Stack Development. On the first day, I was honestly very nervous. Everything around me felt new the people, the slang, the language, the food, even the small decisions I had to make for myself. It was all different from what I was used to. But something good happened I made a new friend on day one, and that gave me a little bit of comfort in this new place. As a new student in the class, I met many new faces. That day, I heard about Linux for the first time. We were asked to install Linux Mint, and I had absolutely no idea how to do it. For 3 to 4 days, I kept researching and trying to understand how Linux works. With the help of a senior batch student, I finally learned how to install it. I gained a little knowledge, and that small confidence helped me guide others too. Even though I struggled at first, I eventually figured it out fully and it felt really good. Later, our trainer started teaching us HTML and CSS, and how to build our own portfolio website. I started reading many tags and understanding how websites are structured. The session was very useful, and we were able to clear our doubts. I really enjoyed that class. Every afternoon, we have a communication session. On the first day, the topic was a self-introduction. After that, each day brings a new topic. These sessions are actually fun and helpful, because they push us to talk with others, share our thoughts, and improve our communication skills naturally. Whenever we get bored or need a break, we play shuttle and other little games. I'm also slowly exploring nearby food spots and trying new things. I’m really eager to learn, not just about coding, but everything around me. Now, I feel like I’ve taken a big step toward my dream of becoming a software developer. I’m still learning, still growing, but I’m truly excited about this journey and looking forward to everything that’s coming next.  ( 4 min )

When planning a new software project, one of the most critical decisions is selecting the right development approach. Whether you're building a web app, desktop tool, or mobile solution, your choice of model can significantly affect the outcome. Most businesses today rely on expert software development services to ensure that their process is both efficient and adaptable to changing requirements. But before you dive in, it's essential to understand which development methodology suits your project best. Waterfall Model This traditional model follows a linear sequence — from requirements to design, development, testing, and deployment. It's best for projects with well-defined goals and minimal expected changes. However, it lacks flexibility once a phase is complete. Agile Model Agile is high…  ( 4 min )

Architecture Lab for Cloud-Native Depth I recently shared why I’m stepping off the whiteboard and back into the terminal. Today I’m introducing how that journey becomes real: a public project called Bugle Call. Bugle Call is a purpose-built architecture lab. It mimics the concerns platform teams handle every day: Incident ingestion under burst and idle load Asynchronous processing with enrichment and ML tagging Secure dashboards for incident trends and cost insights Observability that measures health and spending GitOps delivery across dev, staging, and production Multi-cloud deployment on kind, AKS, and EKS The stack mixes .NET, Go, Python, React, Kubernetes, Terraform, Prometheus, and Kubecost. Raw payloads land in MongoDB for audit and model training. Structured data lives in PostgreSQL for queries. Depth over theory – real code and live clusters reveal trade-offs that diagrams hide. Breadth with purpose – every component teaches a specific skill: IAM, GitOps, cost telemetry, or AI enrichment. Public proof-of-work – architecture credibility grows when anyone can clone, run, and break your design. Resource Link Main repository https://github.com/AdrianFreemantle/bugle-call Project README https://github.com/AdrianFreemantle/bugle-call/blob/main/README.md Architecture doc with diagram https://github.com/AdrianFreemantle/bugle-call/blob/main/docs/architecture.md Flesh out the Incident API and deploy to a local kind cluster Wire GitHub Actions for container build and linting Push manifests through ArgoCD into a dev namespace Write about early GitOps pitfalls and how autoscaling behaves on day one Follow progress on the repo and join the conversation. If you are exploring similar territory, open an issue or drop a comment. Let’s compare notes while we build systems that can take a punch.  ( 3 min )

The API economy is in a state of rapid evolution, moving beyond simple data exchange to become the backbone of intelligent, decentralized, and highly automated software ecosystems. Artificial Intelligence (AI) and Blockchain technology are at the forefront of this transformation, fundamentally reshaping how APIs are designed, secured, and utilized in modern software. This article explores the profound impact of AI and Blockchain on APIs, highlighting emerging trends, practical applications, and the opportunities they present for developers and businesses. AI's integration with APIs is a two-way street: APIs consume AI services, and AI is increasingly used to enhance and manage APIs themselves. The explosion of AI adoption in 2024 has directly fueled a massive surge in API usage, as applica…  ( 6 min )

Hi everyone! This week is relatively calm in the React ecosystem, but we still have various interesting blog posts and releases. Maybe we'll soon get some exciting news from React Summit that's about on Friday! On the React Native side, all the devs are already working on iOS 26 Liquid Glass support and other things announced by Apple yesterday. This new design thing is rather controversial and subject to a lot of mockery 😂. React Native 0.80 is just around the corner, I'll keep all this for later, but you can get a sneak peek in Alex Hunt talk at App.js. The JS ecosystem has been rather active with Oxlint 1.0 and various interesting Node.js news. 💡 Subscribe to the official newsletter to receive an email every week! What engineers get wrong about communication Engineers spend most of …  ( 24 min )

Nested Scroll Conflict in Scrollable Components Scrollable Components: WaterFlow, List, Grid, Scroll, Swiper When a Scroll component wraps a WaterFlow component: Scrolling Up: If the WaterFlow component hasn't reached the top, the entire Scroll component scrolls first. When the WaterFlow reaches the top, the WaterFlow component starts scrolling internally. Scrolling Down: If the WaterFlow component hasn’t reached the top, both the Scroll and WaterFlow components scroll smoothly down together. Code: @Entry @ComponentV2 struct Index { @Local dataArr: Array = []; // Data source aboutToAppear(): void { for (let i = 0; i < 40; i++) { this.dataArr.push(`data_${i}`); // Adding data to the array } } build() { Column() { List() { // Outer scrol…  ( 4 min )

Definitions Cloud Computing The on-demand delivery of IT resources (servers, storage, databases, etc.) over the internet with pay-as-you-go pricing. Cloud Security The practices and technologies designed to protect cloud-based systems, data, and infrastructure from threats. Key Characteristics Cloud Computing On-demand self-service: Provision resources without human interaction. Broad network access: Accessible via internet from any device. Resource pooling: Multi-tenant architecture (shared resources). Rapid elasticity: Scale up/down instantly. Measured service: Pay only for what you use. Data encryption: Protects data at rest and in transit. Identity and Access Management (IAM): Controls who can access resources. Compliance: Meets regulations like GDPR, HIPAA. Threat detection: AI/ML-…  ( 4 min )

JavaScript offers several powerful tools for controlling flow, and one of the most flexible—but underutilized—is the Generator Function. Generators allow functions to pause execution and resume later, making them incredibly useful for scenarios like lazy evaluation, streaming data, and asynchronous iteration. What Are Generator Functions? Syntax and Basics Understanding yield and next() Real-World Use Cases Use Case 1: Lazy Pagination Use Case 2: Infinite Sequence Generator Use Case 3: Custom Iterable Objects Use Case 4: Controlled Execution for Testing Best Practices Generator vs Async/Await Summary Generator functions are functions that can be paused and resumed. They return an iterator object that adheres to the Iterator Protocol, which has a .next() method to retrieve the next value…  ( 4 min )

Outreach isn't just for marketers anymore. But in 2025, outreach has evolved—and it's surprisingly developer-friendly. You might be thinking: I'm not in sales. Why should I care about outreach?" Here’s why: You want contributors for your open-source project You’re looking for tech talks, podcasts, or speaking gigs You’re building a product and need beta users or feedback You’re job hunting or exploring freelance/consulting gigs Outreach = opportunity. When done right, it opens doors without feeling spammy. 🔧 Outreach That Works for Developers Don’t start with “Can you do X for me?” Mention shared interests, GitHub repos, or tech stacks—but keep it respectful and relevant. While cold emails work, devs are often more responsive on: GitHub Issues/PRs Twitter (X) replies DEV comments Discord/Slack communities Tech folks appreciate clarity. Get to the point. Include links, context, and what you’re offering or asking—without fluff. Don't just reach out when you need something. In 2025, outreach isn’t about spamming inboxes. It’s about authentic, thoughtful connection—especially in the dev world. Whether you’re a junior dev, indie hacker, or lead engineer: building real relationships can take your career (and projects) further than you think. How do you approach outreach as a developer? Let’s share strategies in the comments 👇 developers #career #opensource #networking #productivity #devlife #outreach  ( 3 min )

Phoenix LiveView gives you instant interactivity—no JS build chain, no sprawling frontend stack. But once your UI is real‑time, the visual layer matters even more: you’re shaping attention, not just serving forms. Enter Tailwind CSS. Atomic utilities → express intent inline in HEEx No global cascade → each component styles itself Purge/Tree‑shake → only used classes ship Design tokens → consistent spacing, color, typography LiveView renders HTML; Tailwind styles it—all server‑side, fast and consistent. … flex, grid…  ( 4 min )

Ever wonder how Google avoids crawling the same page twice across billions of URLs? Or how your browser blocks phishing links instantly without downloading a blacklist the size of a dictionary? Or how spam filters flag dodgy senders before the email even loads? Behind all these real-time decisions is one quiet principle: systems need to ask, “Have I seen this before?” But at scale, that’s not a simple yes/no question. And answering it wrong — or slowly — can cost millions. At small scale, you can use a hash set or a map to keep track. These give you lightning-fast lookups. But try storing a billion SHA-256 hashes — that's 32GB of raw memory. And that’s just the hashes, not the metadata, not the index, not the structure. Want to ship that to every mobile browser? Or store it in L1 cache on …  ( 6 min )

Link To Full Course: https://youtu.be/-odmlU6zIdo 🚀 Master modern full-stack development by building a complete, real-world Food Ordering & Delivery Application! This comprehensive course guides you step-by-step through creating a robust, secure, and scalable dApp using industry-leading technologies. Go from concept to cloud deployment with a project perfect for your portfolio. What You'll Learn & Build: Robust Backend with Spring Boot & Java: Develop a powerful RESTful API for all food ordering and delivery functionalities. Create an intuitive, responsive, and engaging user interface for seamless food Browse, ordering, and tracking. Implement secure and universal payment processing using Stripe, enabling credit card payments directly within your application. Learn to deploy your entire application stack to Amazon Web Services (AWS) for global accessibility and scalability. Prerequisites: Basic understanding of Java, Spring Boot, React, and general web development concepts. 👉 Don't just learn theory; build a complete, deployable Food Ordering & Delivery App that you can showcase to employers! FIGMA DESIGN: https://www.figma.com/design/mm7HCITA5j3vXALtv11oCn/FoodOrderingApp?node-id=40-275&t=Av42P7TeEHBMFMZ5-0 Architecture: https://drive.google.com/file/d/1xWooGAqA_mVgbe9OqugD9zcWFCeCOU_V/view?usp=sharing To Course: https://youtu.be/-odmlU6zIdo  ( 4 min )

For millennia, humanity’s search for meaning has been tethered to ritual, scripture, and the guidance of chosen leaders. But a new force is reshaping the landscape of faith: artificial intelligence. This isn’t a futuristic fantasy; it’s happening now, with algorithms increasingly mediating our spiritual lives, from personalized prayer apps to AI-generated sermons. The integration of AI into religious practice isn’t simply a technological upgrade—it’s a fundamental recalibration of how we experience the sacred, challenging core tenets of belief, authority, and community. We’ve seen this story play out before. The printing press democratized access to scripture, sparking the Reformation. Radio and television brought charismatic preachers into homes globally. Now, AI threatens to further disr…  ( 6 min )

Want to understand how AI agents actually work? Let's build one from scratch before jumping into frameworks. Most AI agent tutorials start with LangGraph or CrewAI, which are great tools, but they can make it hard to understand what's happening underneath. An agent is really just a language model that can call functions. Once you understand that, frameworks make way more sense. Today we're building a customer support system using OpenAI's API and Python. This will give you the fundamentals that make any agent framework easier to use and debug. What we're building: A routing system that decides which "specialist" handles each query Function-calling agents that can search FAQs and analyze sentiment Simple state management to track conversations Logic to escalate to humans when needed By th…  ( 8 min )

Before you import your character into Builds, it’s essential to understand what character builds actually are. Character builds are how you set up your characters in a project or game. These builds determine how your character acts, interacts, and does things in the world. It’s essential to understand this concept thoroughly so that everything proceeds smoothly when you load your character. Path of Building, but a lot happens behind the scenes. Let’s break it down! The skills, traits, and actions of a character in the game world are set up by their character build. One way to do this is to list their skills and how they connect to other parts of the building. Character build makes sure that your character fits in with the rest of the project, whether it’s a game or a fake world. You import…  ( 4 min )

Today, I found myself revisiting what I thought I had completed: Step 5 – Copywriting. When Moving Forward Means Looking Back As I build each section of this LP, I’ve realized that the farther along I get, the more fragile any vague or unpolished decisions from earlier stages become. The structure begins to wobble. It’s like constructing a tower. If the lower bricks are uneven, the top becomes impossible to balance. So, I went back to re-check everything. Dual Focus: Asparagus Sales & Farm Stay One major point of conflict was how to handle Umemura Farm’s two key offerings: Direct-sale asparagus A countryside guesthouse ("farm stay") Should both be featured equally? Or should the farm stay be presented as a sub-topic? After a lot of back and forth, I decided clarity and cohesion win: the asparagus will take center stage, and the guesthouse will be introduced as a supporting feature. Shuffling Sections for Reader Flow I also struggled with deciding the optimal order of LP sections. What sequence makes it easiest for a first-time visitor to understand the farm, the product, and why it matters? At some point I realized I was juggling ideas in my head far too long. Just like the classic advice to write things out on paper when stuck, sometimes clarity comes only when we see our ideas laid out in ink. Tomorrow, I plan to do just that: get everything on paper and start fresh with clarity. Reflection I’ll admit, today felt unproductive. But perhaps acknowledging what doesn’t work is also part of the process. Every step back is a chance to move forward with more confidence. Date: June 13, 2025 tags: portfolio, webdev, copywriting, ux, learning  ( 3 min )

Build Lightning-Fast Over-the-Air Updates for Your Mobile App Introduction Hot Updater is a powerful alternative to react-native-codepush that provides self-hostable Over-The-Air (OTA) update capabilities for React Native applications. Unlike traditional app store updates, Hot Updater allows you to instantly update your JavaScript bundle, enabling rapid deployment of bug fixes and feature updates without waiting for app store approval. Self-Hosting: Maintain complete control over your update infrastructure and data Multi-Platform Support: Seamless compatibility with both iOS and Android platforms Intuitive Web Console: User-friendly interface for managing and monitoring updates Robust Version Control: Advanced app versioning with semantic versioning support Forced Updates: …  ( 7 min )

When I first stumbled into the world of User Experience (UX), I had no idea how deeply it would transform my understanding of digital interactions. It all started during a frustrating afternoon trying to book a flight on a clunky website that seemed designed to test my patience rather than help me. read the full analysis of my UX journey reveals that great design isn't just about looking pretty - it's about creating seamless, intuitive experiences that make users feel understood. My background in graphic design gave me a solid foundation, but UX taught me something crucial: design isn't about what looks good to the designer, but what works brilliantly for the user. I remember working on a mobile app for a local restaurant and realizing that every single tap, scroll, and interaction neede…  ( 4 min )

The "GitHub graveyard." The endless list of half-finished side projects. The brilliant idea that swelled into an unmanageable behemoth, eventually succumbing to the weight of its own complexity. If you've ever started a personal project with boundless enthusiasm, only to see it languish, unfinished and forgotten, you are not alone. This is a common tale among makers, developers, writers, and creators. The problem often isn't a lack of motivation, but a lack of a clear, adaptable system to manage the project's evolution. This is where the principles of Agile and frameworks like Kanban, typically used by large teams, can become your secret weapon for personal project management. They offer a powerful antidote to scope creep, overwhelm, and the infamous "never-finished" syndrome. Let's face i…  ( 6 min )

6 Essential JavaScript Functions Every Developer Should Know Vishal Yadav ・ Oct 23 '24 #webdev #javascript #beginners #programming  ( 2 min )

Let’s face it-losing access to your WordPress admin panel is like being locked out of your own house. You know everything inside is yours-your posts, your designs, your readers-but you're standing at the door without a key, and worse, your backup email just… doesn't work. I’ve been there. And trust me, that sinking feeling in your chest? It’s real. But here’s the good news: you can get back in. Even if your email isn’t working, even if you never set up a recovery link. WordPress, thankfully, is built on a structure that gives us a few secret passageways. You just need to know where to look. Let me walk you through it-not just with dry steps, but with a little humanity. Because behind every WordPress site is a real person trying to share something meaningful. Maybe your domain expired, your…  ( 5 min )

When I first started working as a web developer, I had no idea how crucial page load time was for user experience and website success. It all began with a client project where their e-commerce site was losing potential customers due to slow loading speeds. I remember diving deep into performance optimization, starting with analyzing their existing website using various tools. https://carlocucuzza.it/creazione-siti-web/ became my go-to resource for understanding modern web development techniques. The first major revelation was how every second of load time dramatically impacts user behavior. Studies showed that if a page takes more than three seconds to load, over 50% of users will abandon the site. Talk about pressure! I started implementing several strategies. Image optimization was a …  ( 4 min )

As I stepped onto the soft, golden sand of Mondello Beach, I couldn't help but feel a rush of excitement. If you're planning a Sicilian adventure, I highly recommend you go to site for some incredible travel tips. The beach stretched out before me like a postcard, with crystal-clear turquoise waters that seemed almost too perfect to be real. I'd heard stories about Mondello from my Italian friends, but nothing could prepare me for the actual experience. The beach is nestled just outside Palermo, a hidden gem that locals treasure and tourists are only beginning to discover. The Art Nouveau villas lining the coastline added a touch of historical charm to the already breathtaking landscape. The day was scorching hot - typical Sicilian summer weather that makes you want to dive into the wate…  ( 4 min )

For the last few weeks, I’ve been building something I couldn’t stop thinking about: I’ve always been fascinated by how humans can remember things we did days, weeks, or even years ago — and how that memory shapes the way we act, learn, and evolve. So instead of just reading about it, I decided to build it. What I Noticed “What did I do yesterday?” And if you try, they usually say something like: “I don’t have access to previous conversations.” That didn’t feel right to me. So I Built My Own It’s not perfect, but it works. Every time something happens — a message, event, or interaction — it’s logged into a memory file under that day’s date. Why It Matters to Me Here’s what I learned: How to store and retrieve time-based experiences What’s Next? Semantic Memory — storing facts, knowledge, and concepts If You’re Building Similar Things I’m still learning, still building, and always looking for people who care about solving core problems. GitHub: https://github.com/Shreyanshhh12 shreyanshhhh12@gmail.com There’s still a lot to do. Thanks for reading.  ( 4 min )

1. Start with a Clear Goal This is the “what do you want?” part. It sounds simple, but I used to just throw in half-baked questions and hope for gold. Spoiler alert: didn’t work. Now I start every prompt with a single, clear objective. For example, instead of saying: “I want a list of the best medium-length hikes within two hours of San Francisco that are lesser-known and offer a cool and unique adventure.” This part was a game-changer for me. You need to tell the AI how you want the information delivered. For example, I might say: Accuracy matters. Especially if you're sharing this info with someone else. That’s why I also write little reminders like: “Make sure the name of the trail is correct, that it exists, and that the time is accurate.” This was the part I used to skip and it’s where the magic happens. The more personal context you give, the more tailored and human the AI’s response feels. In my case, I wrote a whole paragraph explaining how my girlfriend and I love hiking, that we’ve done all the major SF trails, and that we’re craving something new because she’s leaving for LA soon and we want to make this weekend count. I even mentioned how much I love hikes that end with a good breakfast. I thought I was just rambling, but it made a huge difference. The AI came back with hikes that felt like they got me not just random generic trails.  ( 4 min )

Creating augmented reality experiences has never been more accessible. This comprehensive guide walks you through building a physics-based AR app that works on both iOS and Android, complete with 3D models, gesture controls, and performance optimization. Before we write a single line of code, watch the short clip embedded below. It shows the final app spawning a 3D robot, reacting to taps, and obeying real-world gravity. The video answers the only question that matters up front: "Is this worth my time?" If the result looks like something you want on your phone, read on. (If you prefer code first, skip to section 3.) Device family Required OS Chipset/CPU Memory AR framework iPhone XR → 15 Pro Max iOS 15 or later A12 Bionic or newer ≥ 2 GB RAM ARKit Pixel 4 → 8 Pro, Samsung S10 → S2…  ( 7 min )

Your English is not where you want it to be, and it has nothing to do with you not knowing the top 5,000 idioms. When you’re under pressure, tired, or just hungry, you won’t be at your best. That goes for your mother tongue as well, but the problems are clearer and more pronounced when speaking English. That’s because your own language is automatic. You have a feel for what is right. There is no logical thought process or analysis that slows you down. For example, do you ever freeze in English? Forget what it was you were trying to say? Make a mistake with some sort of grammar that theoretically you studied decades ago? Language in general is a natural, human phenomenon. There are over 300 million people in the US – we’re not all geniuses, but we’re all pretty damn good at the 2nd condit…  ( 4 min )